{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook is a tutorial for ATAC analysis using SEACells and includes computation of gene-peak associations, ATAC gene scores, gene accessibility scores and identification of highly regulated genes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:15:58.699769Z",
     "start_time": "2022-01-19T06:15:54.087042Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scanpy as sc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:15:59.824983Z",
     "start_time": "2022-01-19T06:15:58.701883Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['Raleway'] not found. Falling back to DejaVu Sans.\n",
      "findfont: Font family ['Lato'] not found. Falling back to DejaVu Sans.\n"
     ]
    }
   ],
   "source": [
    "import SEACells"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:15:59.851745Z",
     "start_time": "2022-01-19T06:15:59.826591Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:15:59.879104Z",
     "start_time": "2022-01-19T06:15:59.852975Z"
    }
   },
   "outputs": [],
   "source": [
    "# Some plotting aesthetics\n",
    "%matplotlib inline\n",
    "\n",
    "sns.set_style('ticks')\n",
    "matplotlib.rcParams['figure.figsize'] = [4, 4]\n",
    "matplotlib.rcParams['figure.dpi'] = 100\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Data\n",
    "\n",
    "We recommend the use of scanpy Anndata objects as the preferred mode of loading and filtering data.\n",
    "\n",
    "A sample datset is available for download with the instructions listed below. This is a filtered, unnormalized counts of multiome dataset of CD34+ sorted bone marrow cells to profile human hematopoiesis [Dataset ref TBD]. \n",
    "\n",
    "Uncomment the following lines to download the sample dataset in a Unix-based system. For non-UNIX systems, download the files using the URL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:15:59.902776Z",
     "start_time": "2022-01-19T06:15:59.880349Z"
    }
   },
   "outputs": [],
   "source": [
    "# !mkdir data/\n",
    "# !wget https://dp-lab-data-public.s3.amazonaws.com/SEACells-multiome/cd34_multiome_rna.h5ad -O data/cd34_multiome_rna.h5ad # RNA data\n",
    "# !wget https://dp-lab-data-public.s3.amazonaws.com/SEACells-multiome/cd34_multiome_atac.h5ad -O data/cd34_multiome_atac.h5ad # ATAC data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dataset contains RNA and ATAC modalities as two different Anndata objects. The ATAC dataset contains precomputed SEACell metacells "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:15:59.930818Z",
     "start_time": "2022-01-19T06:15:59.903970Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['cd34_multiome_gene_peak_cors.p',\n",
       " 'cd34_multiome_rna.h5ad',\n",
       " 'cd34_multiome_atac.h5ad',\n",
       " 'cd34_multiome_atac.h5ad.1',\n",
       " 'hg38.gtf']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "os.listdir('data/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:16:02.233299Z",
     "start_time": "2022-01-19T06:15:59.932049Z"
    }
   },
   "outputs": [],
   "source": [
    "# Load the data using scanpy\n",
    "rna_ad = sc.read('data/cd34_multiome_rna.h5ad')\n",
    "atac_ad = sc.read('data/cd34_multiome_atac.h5ad')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:16:02.260460Z",
     "start_time": "2022-01-19T06:16:02.234812Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 6881 × 12464\n",
       "    obs: 'leiden', 'celltype'\n",
       "    var: 'highly_variable'\n",
       "    uns: 'celltype_colors'\n",
       "    obsm: 'X_umap'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rna_ad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:16:02.286349Z",
     "start_time": "2022-01-19T06:16:02.261675Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 6881 × 246113\n",
       "    obs: 'Sample', 'TSSEnrichment', 'ReadsInTSS', 'ReadsInPromoter', 'ReadsInBlacklist', 'PromoterRatio', 'PassQC', 'NucleosomeRatio', 'nMultiFrags', 'nMonoFrags', 'nFrags', 'nDiFrags', 'BlacklistRatio', 'Clusters', 'ReadsInPeaks', 'FRIP', 'leiden', 'phenograph', 'celltype', 'SEACell'\n",
       "    var: 'seqnames', 'start', 'end', 'width', 'strand', 'score', 'replicateScoreQuantile', 'groupScoreQuantile', 'Reproducibility', 'GroupReplicate', 'nearestGene', 'distToGeneStart', 'peakType', 'distToTSS', 'nearestTSS', 'GC', 'idx'\n",
       "    uns: 'celltype_colors'\n",
       "    obsm: 'X_svd', 'X_umap'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "atac_ad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:16:02.482433Z",
     "start_time": "2022-01-19T06:16:02.287541Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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XSx2dQ4iiQCorA5DIyO/adT++tI6TW8ZMDz53zFRiqVzh8a7hOF+9fSMf+/tqOkYSbO4Jc/oNL/BsPkN2PLKiMhRJ4bAY8McyANy5vgdJ77GpcxijZ8Pq6BxiXu8K8treAOcdUU3xPpFYLJllT3+EyiI7xW7LIb2uqqr84bndBBMZwsks92zoQR731+00S0TTEwW8odjOs18/dsK2S/6+mhfb/Vy6vJ5bVneSyZ/ktW8dT/khvmcdnQ8K+pqljs4hZn6tl/m1+y/qf237IMPhFG3dYVYd3YB4CKM1QRC4YmUj4WSWuT98YtL+UqeFaDo+YVudb6Jf7M6BCC+2+wF4dGs/N1+2hF8/3caZcyp1odQ5rNHFUkdnHKqqIrwD0427esOkMjJGg7byYTKKh0wohyIpihzmwnqn22rkzDkVPLqlH0EUkFWo8VnZ49eEcmG9l08fOYXOQJwOf5xv3r2J757WgtNi5C8v7S2cdzCSZmaVm9s+s+yQ3KeOzgcZXSx1dIBIPMOTG3rIZBXKfVaOnVuJIAgoqvpfi9pAIMHancMAzKr3MrXSRZFrLErrGoyyrTNIQ7mT6QeISEd5bucQP3uslZXNpVx9ynR+8sgO/vziHpZPLeKWTy8FIBDPsLEnjALI+SnUDn8CSQBZheZSJy6rgRKHmZ8+2gpAU6mTT6+YwnHNpdy9vgcVaKlwYXuDrig6OocTuljqHDbkZIVwPIPHYSaTk1m9fQhJElg6o4yOgQiZrJY5OhBIkszkiMSzvLC5H7vFwIlHVGPaj3CoqkoyI9MZiPP3lzs4YUYZJ8/UyjHSGZmuoRhWs4QggKpC91CMjoEokihgMIgcMa2YLXsDRBJZNu4eobnG84aR7R+e303rQJTWgSifPXoKL+3Spkxf2zPCQ5v7SGRkylxmugKJCce5LAYW1nlpLnPy15f38p81mqm6QRTIKSoPbenjkmV1nDq7gu0/OIXhaIoyt2VSU+hb13Sxeu8IXzpuGlNKHG//zdDR+YChi6XOYcPzm/oZCiWpKrZT4rbQnxeU7uIYnYMTSy+eXNdLRZENWVGJJLIEomnKx63vZbMyr7UOMRRMkskp7A0nuXN9D/dt7GXrNSdjNki8un2Q/kACs1HklIXVbO0I0j08cc3whc39NFa52doRpLbUoUWzisrq1iFiySxLppfispsK48+YXcG6jgBHTyvBbTXynVNn8Mfnd9Nc5uTKW18H4JozW/jIrHIe2zqAChQ7TPhjGZ7ZOUwokSU7LuvHZpaIJHNs7A6zrS/CglovVpNEbZGdfRmMpPj2vVsA2NAV4q7PLaPUqa9j6hwe6GKpc9gQjmcK/59V78UoiYiigM9pJpEvvDcbJdJZmUQ6R7nXSiiWxm4xUjLOfi6ZzvHo6q4JlnJVTi3rtb7IjkmaXJHldpipL3dOEkujQWL2lCJm1vsKUZw/nKJjIApAW0+Yhc0lhfGXLKvn4iV1hfXJrKzwhWOn0hMcaw596+puHvnSCtZ1BtjWF+Ffr3YUSkD6IykAqj1WEOC02eXc83ofjSUOWipcb/j6ua1GKj0W+kIpugIJfvZoK9efP+8Nj/lvSGZlzIZDt7aro/PfoIulzmHDspZStuwNUl1ix+eycOLCap59vZcn1/egqGAxSSyeUcqOziDZrMLmvQHKvbYJYgUQjKYLQikAXqeJljof85pLmVrqIBTPYDdLOG1GkmkT02s9PLqmG0kUOHVJLR0DUbbnLenqy50AE6Y7PQ4TTpuReCpHZfHEbFWASDLLJ/+5hlAiQ8eIJpJfGefZunMwyuq9IyyfWsyShiIWN/j492udpLMy927sAzTRlBWVO9b18NxVK3FbD97o2WKUuOuzyznlty8QSeXeMTefTE6hdSjCtsEYxXYTJ0wreUeSrnR03gq6WOocNgSiaUYiKUYiKYpcZmLJHMlxxgGpjIzHbiIYTZPLT1VGE2Fm1HmwW8bEpMxno6HcSSKVZdH0Upw2bZq0Bnh5Wz9dg3EEtIbKAO294UJU2zUUxec0Y7cYyMkq1SWTpzsFQYt2fQ4zJW4rsWSW3X0Rqoq12swv3f46G7vDE46ZXu7kyMYiXtk1QpnLTHOZs7AvGM+QU1TahsammuW8N14omSWaytI2GKXEYaa+ePL9jKfSY+XJrx5Dx0icxfW+wrle7QwQS+dwmA1UuCxUuCxIApgNby1BaG8gzmudQUal0Z+/d6Oki6XOe4suljqHDfFUtvDvZ1/v44jmEsp9VlIZGUVWKPPZsJoMGCWRnKyJqN1iwGrS/kyyOYVnN/YSS2Y5anYFpfvpDDIY0CI9Fa3PZDanUFPiIBTLICsqW/dqEeXSGaU07GfaM3rjn2l9ZQudn/gyAD63ha2dQbIZmfbeMP+zooGecck7Xz5+KnU+Bw6LkZd3jQDwjZOaJ9jSXXHLBiKpHGUuMzaTRCIjY5QEzl9Yw7IpRTzbOsR3H9iGxSjyxFeOodY3OZodT5nLQtm4bN6hWJrukPa8g8ls4d8GUeDk5lJclv1HrYPRFGu6QxTZjCyt8yEKAq15QVfR7MXmVbkx7mdaW0fn3Ub/FOocNvT6x0RGBYZDSaZWuokls0SSOdp7I4xEU5y4sJr6ci3TM57Ksb5dK/sIRtOMRNKkswpd+YSgx7YN8GJ+P4DAWAR06tJaKots7OwOFSK5UfzhVCHaHE/y7ntwtW1BSiYwSAK3rOtmR38EAKMkIAhCwUbPIMJXjm9m1YJqMrmxCFlWYa8/Tn9YE62mfJRZ7bWy8bsn8fiXj2b1t0/g2rNnc/qcSvrC2jpmKqsQ2M89HQyfzYTTbGBfW9ucohIe9wNlPFlZYZc/TiydozOYJJrKISsqycyYRZ8ClOkJRDrvE3Sx1Dls8OSjLbvFQKnHQkudl919kcKUK0D/SAK7xThh2jWeyvL0hl52dAWp8Nlw2YxMqXBy94YePvfv9Vzy9zW8slsr4agtcxSu8eS6HnpHEhOmekvcZtx2E7v6Ijy2povIPuLk/OKVeEwCx7c+w9lHNtAXTlKbj2DLfXZ2D8cYjKYB8NnNhbW8JQ1FHFHrYValC6MkcPz1z3HML57ln6908PdPLKLIbmJ9Z4j/d98Wmsud+MZl2F6xspErVzZy3arZzHsb7bfMBpHTW8o5f24V5c6xiLbOa6XKPTn6fmGPn7s295FTFETAYzXSEYhzx6Ze0uPeC6dJxPkGPTd1dN5N9E+izoeebE5hXdswZqPICQuqKHKN1Q82VbuJxDMoikIqq7C9I0hdmZNyr5XdvRHMJhGvw1JIyFk+s4y6fKSWlbUkH4tBJBBM8tzGPppr3ESTWfpHJtY5mowiXocZs1FiOKxFpYoKL27p58hZ5QUht55xOtYzTi8cd/Up01m7bRAAUdQSiiRRwCwJXHREdWHcY9sGWN8VAuCufMJSRlb5/oPbEEWI5rN9hyJpRmJpIqkcDfn1SYfZwFUnNf/Xr7MgCMwocxJOZfFaTYWp1fGoqlqIZPsjaVS0ddNQcnIEuqTO97a7sOjoHGp0I3WdDy27+yIMBBK4bEa2dmhit7C5hGlVbkBz7REEcNpMbNkzUhjjdZoIRscivmPmVvDKtkGMksiJR1Rjs2i/MUciKZ7aOoAyrruH1SRNiCRHqS2xU1lsp28kQddQbEICkCDArHofsxp8+30eff44Pf44yVSOGqfIwEiEzrgIKhzRVExTtYc9wzE+8rsXSecUvDYD80usPNOplZ+cNrucVQuqeXhzP8+1DRNKZFBU+O0F8zhrXtV/9Rq/HZ5pH2Ywlp7wGuyPeZVuZoxLVNJ5d8hkMtxzzz089thjtLa2Eo1GsdvtNDY2snLlSs4//3zcbu1v6IYbbuD3v/89//nPf1i4cOEBz3nPPffw7W9/e8I2m83G1KlTOfvss7nooouQpPe3W5QeWep8KEllZNa0au2nit0WDPlsSqMkaqUfWZnnNvaBAMcvqKKl3ofRIBJP5WjrmZhp2jkYZdWKBgQoTHumMzJPb+hF2Wct0mExThBLs1HEZBAZDCXpGo5jtxg4oqkEj93EurZhwvEMqqoJ+4HEsrLYzua9AYLRNP3DOeZf83k6f/QXAEJ5Ua+3wnIxzLM4CSVyfPnP32KBq57rl17Ew1sG8NpMuK3GCWuS2/sj74lYRtJaFHkgsbSZJGxGiboPcaNpVZFJBfaSS4URBBGTqwKTc/+NuN9N+vr6+NznPsfOnTs54ogjuPTSSykpKSEajbJhwwZ++9vf8sQTT3DnnXe+rfNfdNFFzJ8/H1VVGRoa4u677+ZHP/oRbW1t/PCHPzzEz+bQooulzocSo0HEaTMSTWQp81o5Zm4FvcNxXt2uTWmajZL2Ra1CLJEFFTbtHkFRtUSaCb6qAzFqShxUlzjIZGVUQEVFyU/KuGxGvE4zTdVuPA4zj7zWSTzfCiudVUhnx8wL4qkcnYNRjJUujplbwd7+CLv7osyo9QBa0lE6KzMSSZNM55g9xYeqaoIfjKaREjHC02Yzo3MjqaUrmDVFE9jor67nylvvxjPrZI782BkU3zbI0eEwNyy9kDQwEs8giQJVHiuSKLCk3stnj576LrwTk6n2WOkKJJEVBWU/amk1iJzYVPru39i7gKqqxHo3EO/bhJJNTthntJfgql+O2VN9gKPfWTKZDJ/97GfZvXs3v/zlLznjjDMm7L/00ksZGBjg3//+99u+xvz58znrrLMKjy+66CJOPfVU7rjjDr785S9TVFT0ts/9TqOLpc6HEkkUOHlhDbFkFrNJonMgxrq2sazVdL5Bs80sUe6z0dodKnxxS5LAuUdN4aUt/QXHHUHQhOy5TX2oKqycV1kIi1RVZVlLWcGqzuM0E08nCscZRGGCxVwgkuK1cAqb2cCpS2qZ1aB9QfjDKZ7a0DvhefT642RyCnOm+ChJhxh2etj98S9xijuOd8ZYs2exqIjyeICr1t2B91PHIN38L5xr13LHyfNoSwr85JEdBBNZmsocPPGVYw7ti/0W6AgkaN/HxWgUUYBSh5mZ5W/sJPRBJrzrWRJDO/a7LxsfZmT7g/imfwSLr/7dvTHgrrvuoq2tjcsuu2ySUI5SXl7OVVdddciu6XQ6mT9/Po8//jhdXV26WOrovBdIosBrOwYJxTJYxpmgN1e7CcfTDARTJNIya3cOM6+xiL39EdJZhVRGYTCY4KjZFfT646Bq9ZGBfBYqaAYHjnzkGk3meHHLAG67ie2dQaqKbVhMEpIocOy8ShwWI6FYmlgyx2AwwXAoRTiRIZHOcd/LeznxiGo8DjM5WZlw77Kiksk7BY1E0hQNdjFc68Ey1IfJYeWV3X6+fPtGppc7+ctnP4vxoYfYu3eACx8dwtxg41+f+ixzPVbmAv9+rZNgIkyN98A1lMmMzF3ru5le4WJR/f6nhP9b9ozsXyhBS3iaUmSndJ+G2R8Wkv72AwplAVUh2PYEZQsvRTSY3njsIebRRx8F4MILL3zXrqmqKh0dHQD4fO/MZ+5QoYulzoeGeDLLazsGMRsllraUIcsqobwnaio7to7YUOHCZTdx30t7yeQUIvEMW/YEmN9YzGs7tHXOvpE4w6EU6axMY6W7IJQ2s4Eyr5UpFS4iiQzRhLb+NhxKFuomBwJJ5jUWEYplMIz6z7os+FxaaUk8lWV92zC9/gQ5WWUkksbjMFPus1FVbKfXH8dqlhARiCaz+Fxmyt0mEk4ny578N56mBnYXnc6ejgDzS5080e5n11CcyqlTeTlXSrezFPwJnmkdQhIF6ovt/PtTS9jSG2ZBvgVYIpPju/dvY9dQlPpiO1ed1MxfXtjDv17rxCgJvPCNlVTsp+zjv3p/MjkGY+k3HDMYTVH3BoL+QSbev+VNjVPlLMnhVuwVc97hO5pIW1sbdrudurq6d+waiUSCQCAAwODgIP/617/YuXMn8+fPf0eveyjQxVLnQ8Pu/ghDIa0soS6QoKbEwYJpxWzcPVJIxPE6zHgcJkKxDCvnVdI5FKW1K0w0mSWeylJbaieVUXDZzIUEIbNRYlaDj8FAnJZ6H5X5jhwzar2MhLVkoSOaisnJaqEWc32bVneJCotnaOtvsqzQH0iwpnUYp9VATakdSRSpLR1rdZXNR5Kx5FiGrcVoYP2uAHgbqGQj1cevZFdnBEkQWFLjQTGJmvHA5Zdz7Npt/LtXwmI2smsoyj9e7UQAnvzq0SyfWlw450Ob+7l7Qw8Am3rCKIrWnQRAFASkd8CLdegAQum2SIRT2o+ZCteHM6lHzsTJRPrf9Pikf9e7LpaxWOwdnwa95ppruOaaawqPJUnixBNP5Ac/+ME7et1DgS6WOh8aRt1yTAaJ4rwdW2OViw3tmnCJAhw5q4yNu0do7QrhtBmZ3eBDFCMoihbh1ZQ6mFHrJZJPiJEVFbfDRFWRFvE9v6mfeY1FzKj14rAaOW5+JVs7AgwEErTU+6gvd5LOyLT3RsjJCn0jcbI5hVgqy+Nruxkt1EpnZU6YVkwqPw3sdZrYtjeIxSRRVWxDFAQGg0lMRpHGaif9Q2EUyUCyrJK7dmVw200YJIH5jUV86uRmEvfcS/CLX+LuJecTaD4OUjIbe0KAtrT6o4d38M9PLi68VnOrPRilsbXUUqeJb54ynZZKF9PLXZS6Dq1zjqKqbB+MFh6LAoU14lGhLHOaqdmPheCHASX3xhH1fzv+UOBwOIjHDzxNfii4/PLLWbZsGYIgYLPZaGhowOX6YKxR62Kp86HB57Rw1OxyjKKIOb9GOZyPNEHr8OG0mQjlp1SjiSyv5Av+R7GYDGRzCls7AlhNEjWlDoySiD+cIpg/biCQYEZ+OnPTnhF29Wp2dH0jCeZOLSIUSyMKmhIkMzJ7+sPIMgWhFATw2E109EfZ1acd2zWoiVo2qbB4einPbuxFUbVkozKvnZMXVjP8zEvsmncEqgKheIZzj56C0aCZcOXa2wGoGdGiRbtJYkGNt2C43heamHnZXO7kU0c28KcX9iAA5y+sxWyQOO+Imv/uTTgAr3QEiIyrRx0VSpMkoKqQVVQ8B/CQ/TAgGt7aOqwovfvrtk1NTaxZs4bOzs53bEq0sbGR5cuXvyPnfqfRxVLnQ8Pzm/sZyJuMVxXbOXpOBZmsUogQK4vsqKrKgqYStuwdIRzLEMmvObrtRsLxLFv3jpDNyYVm0Du6QuzoCiGKAk1ugeF1m6l64k5y1/8UQ11dwWQdNEeffcUXYEP7CLMbfDitRlJZmboyB7t6IwRjYzWPDqsBFUikcmxoH6ay2EbPcIJkWmb1jkEWNpWwuXgaGVnFYpJoKHcWhBLA8bnPosTjfLSigqPOPAqf3USxw0wklaNjJM73z5gJQOdIHJNBpMJt5WsnNlPltVHrs9Fc/s4U/+cUhWfa/QST2nMVgAXVbvzxDMOxDItqPLgsRsKpLBWHOJp9PyGZ7Bid5WSjA29qvKX43S/rOeWUU1izZg2333473/zmN9/167/f0cVS5wNNIpVjZ3eIZCZXEErQ3HXaukOsz0/BAuzsDvHy1gHmTi3C6zDTPaRNOdWWOugZ1sQxlsyNhYDjUBSVdHcf8aJyWk//OEUvvEzRJXXMrPditxgIxTKUea28sKV/f4cTTWY4fZn2a313XwTQIkpRgKmVbuY1FrF5zwg7u8MEYxmK3WPC0TscZyCQIJOfMjWI2hTt3S/sYcXsCkq9VkS3G88PtXWfWeOu+8vz5hb+/dzOIS7751qMksj9VxzJ9HIXlyx9Z5MqNvdFGEloQmk1iCyp81HhstA0rkVoTyiJJAof+ibP9vJZhN6EWAqiAVvp9HfhjiZy3nnncdttt/GPf/yDWbNmceqpp04aMzg4yM0333xIy0c+KOhiqfOBZLQEwx9JTfJh9TnNzJniYzA4cepxOO9JunnPCCtmVyAKWtPlWN7+bZRR2zuDCLmxag46XZUAZHwlxGqtFKE5+oy22ur1xwtCaTMbyOTkgkn7YDDJvS/uYfnMcqZUONnRFSSayCIKAj6XGYMkMqXCVTB2Hxh37zlFJTfuBuOpHLH8lGbXUIzSN+l0s3MwiqJCOqew1x9ner6ecXt/hEe39HPWvEoaSw9thCmOa9XgtRknRY8dgQSvdmrZkSunFlP+IY4urSVNpIOdJP3tbzBKwDPt+Lc8bXsoMJlM3HjjjXz2s5/lq1/9KrfccgtHH300RUVFxGIxNm7cyFNPPcWMGTMmHXv//fezZs2aSdsrKys5++yz34W7f+fRxVLnA0cmb1WnqOCwautcZqNITamDYreVhvyUYrHbSiYns7tPSywxSAI5WdXWAm+7mYaWJeyWnYQTYybeZqNYcNyRFW190WwUSWW0baKgnbeifrI1mcdhwmzUelgunl5CkdvC7r4I6azMjs4QAM9s7GNKuZPj51exbucwPf44q3cMYTFJmI3SuKbTWapL7PSMK+A35vtjqoDVLGEySEytdLGhbZj23jCqqnnfNua9b/flY0vq6A+ncJgNnNQydv+f/uda+sIpHts2wJNfHTMsuPnVDm5e3cknlzdw0eLat/QejVLttrIjP6Vd45lcEqKMC8OVD7lNtSAIeJpORLK4ifdvRpUndpwxWL246pe/J4YEo1RWVnL33Xdz99138+ijj/K3v/2NWCyG3W5n2rRpfPWrX+W8886bdNwdd9yx3/MtWLDgQyOWupG6zgeObE7hgVc6yOQU6sscNFS4yMkKr24fRADmNhZTV+rAlE/y2dkdwh9O4bAa6BqM4dm+Ae/t/2TLN38OefPmRdNLKHJacNqM9AcSbGjzk8h36jhqVjndwzGSaZmFzSW47QcuFs/mFBRVLSQYAQUf2tFaTaMkcs6KBjoHoqzOl6ecsKCKXX0ROgbGZYzKOayJCBm3D1UQmF7jYVtnEFRYkm8eraoqtz27u3BMidvCkbMreKp1kPk1HqrfRM3iaTe8yLa+CIsbfNxx+bLC9nk/fIJQMkuJ08za/3fCQc8z4XWQFTb3R0jnZFxmieF4FrMkMr/agzX/2qiqSncowe6RBNVuK9NKHAc564cHRc6SGtlNLhlGEEVMzor3zOZO582hR5Y6HziMBpGj51Tw3MY+OvJRS18gUYjK1u0cZldvmI/ko6HmGg+Z7FhXkVjDbIIXf74glM01bhorx6Kxcq+1IJQmg4jDamRWvQ9XXiQj8QxdQzFqSx2FbePvbRRFUdmwy086I7NkRhmPrelCBQQR7ntpLypa1xCv00yJ20o2p9CVnyoFUCQDcaePk0a2UfQ/Z/HI6q7CNO+os48gCJgMIpmcgiDAjDovV921iYe39FPiNPPq1cdhkN64be2/L1vC6o4Ay6dOrLE7e14V/3ytg7PmVh70PdmXXf44bfl14PFIksCSWh/RdI4ndw4W+lcaJfGwEktRMr4n65I6bx9dLHU+cKQyMqFYurCONyqY40mmJ7bJmtA2SxCI107FboB4DiLxLKqqFjqKPL95rHi83Gfj8XXdABw7t5K+kTh7+iJkZZWOgSinL6tDVVWysoLJMLHFUOdglPZ8B5Pe4Vihw0ZmnLG6LKuU5J1yKovtnH/sVJ7f1EcoECMXDuPduQnnqmMBbeo1HNcySqvyvShBM03I5BQ8DjNVxXai+fXMRCqLrKooW7eSevIpbKvOwbCfkgCv3cQpMydPK19z5ky+d3pLoffnW8Ft2f9XiyvfzHkolp7Q6Nluen+3Z9LR0cVS5wNFKiPzyOpO0lkFp81ANKEJg8tmLJSBVPhsTKlwsqZ1iExO5ohpJcybWoTFKBGMpfFHUtSVOgjGMsTDKfrzUWk6myOnKIXaTJfdRIXPRteQJsZdQ7F8JquG0SCiqCoPvtJJIp2j1GPhuPlVbNw9QjCanpBgNE4XqC620+PX1iLVfZpUdQ7G6A8kAYma+gqWn9iC6NAiruUzy+kajFHisRTWagGOnaeJeHWxNu6Hxr385/WnWRTrwXDFAoYu/hjKyAipp56i9OGH3tLr/XaEEqDSbeX0lnIGIilCyQzdoSQeq4kZZS5e7w3lHxsxiALNJY4PrRmBzocHXSx1PlAkM7mxllfq2Bf5eMmxmQ28un2wMJ0ZiWU4dWkdc6YWsXrHIJmswu6+CDNqveRkhSKnhftf6SCbUwp9LwFm1nmpLdW8XFWgpsRBx0AURVFxWI1MqXCRzSqFKduhUIpef5zWrtAB798gCbTUe+kPJFCBkn1EIpocS/oIppSCUIIWQU6rnpy847Aaaar2FB572rZx6RbNFFvu7UNwuWBkBDHfsHcomOTFLf15B6KqCVPH/w2qqmXtGvPTvk6zAWeJg2d3DZOWVQZjaaKpLK35Hx9Ftg9vKy6dDx+6WOp8oPA6zBwxrZhQPIPJILKjK4QABUPzhnJHPuIbd1B+ejWezLKnX0ugUVTY1hlkRq2H/kCi4Mk6uu5pNUlUFtsQRYHZU8bW8s5cXsezG/sIxTKsbx+eJHaBaBpTPmtVGGfpNnb/JpxWI2csqwUErOaxP8H+kThb92rrqnaLgZY6L69sGyCVkZlW7WZnV4gyn43ZB2gSPYrzS19ETSYxTJmCacF8Su65i8zqNZiP1TJdu4ZjZHIKgWiaQDRF2Zs0Lg8mM3QHk9R5bbjzkW1nMEFPKElTqYONvWH88Qw+m5FMTmFhjZcKl4Uaj5XBaJpiuwm72UCd10ZPKElDkf0gV9TRef+gZ8PqvCMk0znMRultT+O9EYl0jtXbBzEZtdKJ3uE4bb1hilxmVs6r4q4X9gBgNAh47GYMkkBdmZNwPEPnYKwQCR6I5S1llBfZMOY7huzLmtYhdvdFsJollrWU8czrfYV9S2eUUlVsJ6eoDIeSrN4ygJw3Qm2p9SBIIts6g5R5rSyeXsrzm/oQRYH5jcUMh5MFsSxymRmJjPmD2i0G4vm1yFKPhRK3lXROJhLPsqi5ZFKi0RsRjKZ5dfsgDquBI2eWIx0kAWiUB7b1E8/IOM0GTm8pR1ZU7tzUiwp4rUaCyeyE8VUuC0fnzdujqSyKSkFkxxPP5DCIAmaDvm6p8/5Fjyx1Djlb9miZp8VuCycsqCokzrwRsqLSPRTD4zDhOUg/w919kULRfk2pg4YKJ+19YUYiaZ5c141RhKwCzTVednaHyOaU/DqgxqLmYsLxLF1D0UL95CiSCK/v8uPqNzEYTOJxmCjxWJlZ7y1Y25mNmrgk03KhOTSAxSTx2o4hPA4TXoeZhc0lVPis9IRSiKLA9AYfz2/ShHUwmOSVbQOFddZnN2rbp1Q4cdtNE6ZyJVGgqthOW08Yk0FkKJQqdFcBrTRm0fTSCUlKb4TXaebUJW+9btJsEIlnZCz5aVtJFPDkRbLYbqLKbWUgmkJVIZLKUu/TItZIKstjrUPIqsqR9T5qx0WyveEkL+4ZwSAKnDy9DKdZ/0rSeX+ifzJ13hJKPE70N79FLC7G+dnL9ztmVMj84RSyok5YBzwQr7f7ae8NY5AEzlxeP6FOcV/i+QhGC/pUEulcoaSiYDCgyHgyscL06njW7vQjClDhs9O7TzNiWdEyZ5MZ7TmEYhlCsQyKrNJc62FHZxCjQXs+BkmgxG1hd28YEEjlM25Hjyn1Wlk0qxxPb4QSt4VsTiYwLlocjRxFUSi0ECtyWWiscuOymdjRFSSVkcnK2pTu3Ck+hkLJgvBLoubMV1Fk45VtA3QNxZg7tahg8n6oOXZqCcOxNKIAd2/uw2GSOGZqMemcgttiQBAEZldM7iDRH0kh59+g4XgGu8lAUT4SDiS09eCsohJJZXWx1Hnfon8ydd4U2R07GLnkE6jZLIpf81s1zpiB5egVk8bOm1rE1r0BqkrsB63xG0VWNFFTFPWgTi5D+Q4aigovbx1k6YxSfC6zJkSqqq1RihL+7iFMJl+hJnE8igpTKl1EkhkyWXksaQitNKOy2Kb1uEzmkBUVp83I+rbhQobrynmVuOwmbGaDVvohQNdglPbeMIlUDkEQ2NEZRJbVwhrjxl1+9vfMFEVl9hQfAjAlLzYOm5GRSBo5L6I7891DQBNJWYF5U4uZUulCFARe3KJ5jnYMRPcrltFEllgyQ7nP9qaiz/1hNohUe6ys6w6SkRUCSYV13UGmlzoPeE5FVdncFy4cv2dEq79cWO1hWomDphIHiUwOURAIJDKYDSLF9nff6k1H52AcmjQ4nQ8t8tAQajZL8oEHkfv7C0KJxYxUWbHfY0o8VlbOr5qQoXkwFkwrYX5jESvnVRGKpnl6Qy+7esO8tmOQ+17aWyjfAJjV4MM2ro4v8tpaFqojzJni4+RGG9Xtr1PRv5vpy2dNiiwbyh3MqveydEYp1SV2Tl9ax3HzqyaMMRhEjp5TSV2pE4fVqPWvrPNOKNd4vd2PLR8F2SwGbGYDRoNELJlDUbWoM5LIsnG3n9G0gCLXRBEYfSyJAnWlTmbW+wprpNFEtiCU+y6bTqlwcebyOppqPBjy66qzGny4bEZm1k9O/kllcjy2tovnNvWzZW/g4G/GQZhaZMeWj/x7wimebh8mksrSF06SyEysbxWgUH/qNhsKtbEj8QzhZBZz3lw9npXZOhDl2V3+CT64OjrvF/TIUueARG/4PZGfXYdxzmxUq7bOJDgc+P5xE4aqSqTqagJf/BKZV1/D87OfYjnh+Ld9LaNBZHo+InpkdRfheIbhULIQibX3hCj3WXlhUz/JjMzRcyrwh1JEHn4U+x+v56mf/A0lGiBT40FddhSlbgtWm4UZdV7aukOFL+DOoRioUF3ioMRjxWE14nGYOX5BJa9sGySZlplS4SSezBaEpXsoxoxaL4nUWAJLMjM5SSgrjwlzqcdK93CcIpeFO5/fgygK1JRMzP4M5Vt0yYrKYDCB0zZWFlJRZKOlzstwKInFrDWzHommSSSzTKtyY9+n9+PsBt9+s2ST6RyRRKaQ5RtJZFAU9aCJV/tb/wztfp5MuBfXlBXMrSwqGKADbB2I0BlMYjGInDGzAkP+/IIgcGJTCf54hlKHma5QguFYho5ggo5ggmOmFlPhsjB6JUGY/ONAR+f9gC6WOgck/eJLAGQ3b0Eo0sonBIsFy7KlAOS6u0necy8AsX/d/IZiqSQSBL/8FdRwBO9vfn3AqDSdkXHZjITjGRz5/o+qqjK10s1wKFXoHLKhbZjF08tw9bcTNltQLFoJR48/RiyZo9cfZzCQYDCUnNAyKz/bS9dQjMFgkhOPqMZpM1LqsXH2kQ28vHWAnd1hesZFsmU+KwOBRMEFSBIFls8qp2swSiKdY3dfhIoiO/OmFiEKWj1kXZkTWVbYtGeEwWASWVHZ0x/F4zDhtBkpcVnYsGukcD6H1ci6tmHqyhyUuK2IgkBjlYvtnVp2bE5WC91VtnYEOXLWZMed8QwFk/T4Y+zqDaMo0FLnpWc4RvdQnJeUAY6eU4GcjpOJDmD21iJKY+IbaH2M+EgnXb7jMdqLWFDlRsglSAxsBSDeu5Fs6Urt8wAsq/PRGdLuLS0r7BiI4LAYaPBpPw5sJgNqPMN9W/txW400FTvoyk+lD+WdmPoi2vualVXahmNMP8TdT3R0/lt0sTyMiN7we9Jr1+H80heJ/+OfqIk47h9cg6GmBoD0a6tR0ynMRx+NIAi4vn01kV/+iuzWbSh+P2JxMb6/3IgSiZB66SUya9dhmDEDZXAQ2wXn7TcaSQ2PsHfzLnyhIXKPaIXy8dtvx/XVr+z3Hp9c30M0maWy2E6/P44KOK1G6sudZLJyoSvIUCjFQ691Ylh5MbPnLMYmKGRFiWS+LESACW2uRps7jyedldnaEaDcayUQTdNS76U772caH2eX1z0YY3tHqPDYbBRZv3O4kMkKEEmEKPNZ8IdT1JVpX/SSJNJY6aZrMFYQ2lAsw4lHVDMwLju3qdrNup3DRJNZuodiOK1GwokMS2eUYjMbSKRz+BxmwrEMiXQOr/ON1/TSGZlnN/ZOqPGURIFMOgkYGA7GUFUV/5a7kdNRLL4GfDO03oWqkiM1sptBQx1dKQuk4vhsRqYW2TB7akmHe7GWNBHPPx8VcJgNLKzx4rJoz3ProFbL6jQbCuuPPflZglAyi9kw9hmJpLLsu9yZySnsGYljEIUJmbM6Ou8lulgeJmT3dhD52XUAZNatQw1rSRdqTqb4X/8g/u//ELr6WwAYZs2k9JGHkcrKcX7piwS/9nXw+5HKyzEvXszwmWeTWb++cG7XNd8n9JWvEbr625TcezfGadMK+1685wX802ZjtJhZVlIM/hGS99yL49JPoCoKotOJYNIyIxVVLUxvZjIy9eVO9g5EqSvTXGxMRolZDT7Wt/kL7bZyssruimYSydwETzlBGMv1UVWIhuJg1K4joGWgyoqKw2LktR1a549EKoeAMMmCLpacOOWaSMvAmJiOJgS93uYnmo9qzztG63Tvsps4+6gGXtrSXygziSayVBbZaKp2k8rITK/1EoxliCazSKJQiJ5bO0PUlNoJx7TEnOm1HpLpHMmMzKNruij32ZjfWDzpvRZETaiVnILXaaLIZWFatQt6nqRfrabKGgEaUXJaNq6S064nZ5MgiJg8NbiTOSRBBQTcRoXAjocRJCPlSz6FKBmZKSuIAtjNY5mt8yrdtA/H6AgmEAUKTj6JrMyUIhuBZAZVhd3+OHaTRDwjU+W2Ml4r6zwWrEaJ1V2jPUUFKt26Fd67xerVq/n4xz/+hmMeeeQRpk6d+i7d0fsHXSwPE9Ivvzz2QBlbWzNMnQJAavVY49bc1m3E/3MLkeuuQw2FsX/600gVFSBC/O57yPX1jp3LZCK3axdqIgGJBIErrqTsicfHLpXR1uVUFWznnU/iD38gt2cPkV/8kvg//4Vh2jRKHn0Y0apNPR4zp5KuXb0U/+Z7OG0mFv/uN4iWsYbATdUeKovsCGgOPEaDyN5+za91tJmzQRSZVu2m3Gfj6Q09qIBiNOHesRG7xYD1yOUFj9dijxmTUSSTVZBEYb+ZuMVuS0HAfE4TgeiYJd2CxiKaajwIgsAr2waIJmN4HWaGgknMJgm33cTWvYEJBgNdQ1EaK91kcwolHgsb2ocZzk9jjhoPAAyFUwzlrxtPDXH6sjpMRon1r/cWylOm13gmuACBllBz3LxK/OEUU6vcSPlFwNqaWkr87ThrlyAIAkUzzyAV7MRWOoNI52piPesQjTaUbAK7IHFaixfJaCU7uInBUICMYMYysgdbaTNGSWTOuE4toxglEadZotZjw20x0hVM8EpHYIKb0WhU2uCzMaXIPmHtczCWwWMbM1h4J0wt3i90Rbroj/dhEA1M8zbhMk0uu3mvOPnkkzn++P0vq5SVlb3Ld/P+QBfLwwB5ZITwd/5Xe2A0Yvv4JYgOB8lnnyV+0z9I3HkXajA4doAgINrtqKF89BmPkXzoQbKvb9T2iyKWM8/AetKJmObOQzVIJG69DWQZwToxCpgf6aDjXy/ji/mxX/P/CGzaRqyxBXHbOgBy7e0o/QOIUxoAKPVaMT38H+LPPkkKyHz0IizHaDZtySefInbD7zGdfTaBj6yiucaDoqiFAv7aMifLWib+IdeUOugcjCHlssxY9xRVX7+SzrzpgSDAq9sGWdhUgqpqWaNGg4isqEytdDIQSGKzaKUhm/aMEI5lCEQzSKKWkJTKKPSNJPC5NUedpTPKmFHrZTic5OnXexEFrRnzvhmoTquJjW19dI1k2Tuuf+V4BCb63frymbO7+yKF7NoyrxXzfrp1ZLIyL24ZIJHOIYgC0/LNoF31y3DVj/WrNDnLMTm1tc90qAsAJZvI71WJbL4Ns7eWYMjPOsuxqIKEJFto3u8da2zsDZHMKbT5Y8ypdDMcz6AC+6sGiuVnEWrdFjoC2nVTOYVNfREai2xUe2yUOy2TD/yAs7r/Ne5uv5PWQGthm1E0cmTlUVw4/WIqHW+9JdqhZvr06Zx11llv+bhYLIbD8eFstaaL5WGAYDYjulwogQBks8T/7w8T9u8rlLZLP0FmwwZc13wfua8P55VXMHjkuHpKRSHz6muYly7Bf+FFCMXFhWjVdtaZE86tPPk4Ve3tAOTMNjZc8QNyskpAstG8YzuOz30WQ14oR7GedBKJW25FKi/HOHtOYXvkuuvI7Whly/zjGNwxhEHOctaxTUyv9RCKZZhZN7m+sMhpoXMwhmww0v3V79Mwq4JpaGL36vZB0lmFXn+coWCSZEam2G1h+cwyNu8JEIqlCcUyhX6RNrMmTLICct75ZyCYZGhDH+cfOwVRFPA6zYWOIooKa1qHMYjChHKI3f0RitR+oBiRLAoTM1tLPBaGQykEYF5jERVFdpw2I5F4hjX5ZtEN5U6Wtuz/F37I31Ow9BsJpwpi+Ua46pYR7VmHxVuPaLQQ7VqDnI6S8reTTZWj+rTnnlYn3utQLM0Le/zYjQYMkkAyX6pTnZ86nVHqZJc/hqKCJFD4FVDptjCnws0Lu/30RlLsy95Agv5omqlFdmaWv38irv+We9vv5qZtf5+0Patkea7nWdYPruOHR17LVM/7f5rzuOOOo6qqiu985ztcf/31vP7660QiEV588UVWrlzJCSecwG9/+9tJx91000387Gc/409/+hMrV658D+787aGL5WGA6HBQ8tgjRH72c5L33LPfMaZjj0EwmVAzWRI3/aOwXbBYsF/yMbw3/I7IL36B3NmFGouhDA8T++ONyL290Ds2LZvd2Y6aTKJms4guF1JxMXJeLDEaUFUtKUYxmhCsVqynnzb5fr0eSh5/FGNDA4qiEoqlcdlMWE88keiOVpT82qOSkxn57Oepdzvw/PQnCJaJ/qjpjMyGXf7CY1lRCEbTvLJtAEkUcNuNZLIKXqeZznxPTEGALXsDdIyL+MY3WvY4TIWSj8JrJDAhsWlGrYd0Jkd7rzbV67QbCY6bunVYjDQXe+nfHiSieiY9/9EWYSpaRxF3fk3QbJQKU8YH8oJN+tvJ7XmCBqmBrGsGsxp8pEM9BFofQbK4KZ51DqLBRDYRRJUzmJya4Jo91Zg91YXzqHKOaPdaTEoD4gaJ6RV+mFtKS9nELNWOQJysrBKSx5Kdyp1mltZpZSw2k8Tc/Fqmz2YqZMGKgsBjrYMTWpdNK7LRns/4lVVtunZzf4QKpxnfh8CoYMvwZv6x7aY3HBPNRrl29Q+58cS/YhQn++i+W6RSKQKByTW5kiThdo/9+Orv7+eSSy7hhBNO4Gtf+xp+v5/S0lKOO+44nn76aQKBAD7fxJKmO++8k4qKCo4++uh3/HkcSnSxPGwQMM6dQ3rdWpQurZmxWFyMKklYTzgez89+yuDRxyLv3TvhKDWVIv63m/Bc+yNMs2cR/Nb/I7thPcpIQBNKQKysRI1EkGprsZ13LgPLjkSJRCj65z/wXPsjIj/9GaZFizBkUsy/44+E3aVUx4eQYzGGVh6P9w//h1jkA5MZdcRP4NOXgyTh+PKXWFczn6HiGircJo69+pskHn6Y2nv/CYJA2Y51KM8+RgIwr1xJeuWJbNw1wnA4ydRKN6JAQVwAgtEMr+0YnJDFapREtuwZKTwu81gL62Tjbeg8DhNTK1xUFtto7QrjcZhIZXJ0D8eZM2Xil4FBEjmiqQQQ6BuJTxBXQdDWQEXvVCJqx0HfNec4IwSzSeLUxbUk0jncDhMDkRRem5EdHUFGIilAQMgpTFWN1Br24qudgcVqJNS3G1XOkov7ycaHESUTw5vvAlXB23wS1uJpk65rr5iFvWIWqTY/GVqp6I/hmlU2wZGpO5Rkd17cHCYJs0EkJ6sFQfXH04XuItNLnWRkJb9uqVnbyftMzYZS+ze4f37PCOfMfu+nJv9bHth9/6Tksf3hT/p5pfdljqk59p2/qQNw4403cuONN07aXlVVxTPPPFN43N3dzTXXXMNFF100YdyFF17IE088wX333cdll11W2L5u3Tp2797NlVdeiSR9sIzzdbE8TBj5xCfI7WidsE3x+7GedRben19Heu1abZo2j1RXi5wX1UxPD5Ff/wbZ7yf95JPjTqAU/l+5cwcAySeeRBkeBiD2xz/h+em1WM88EyUQYPiMs7DFYtgAcf485JQWQYW++z3UEU2wrOefp51Tlold/2tCv7kdgOFAgle2DZD+xU2EgzGSJhvZ5cfge/VZRKuNTMtsHl/bU/gqausZs4crdmslHRVFtgkRI0w0EgDNF7ajyw+ixMze7QgrjkEUBDbtHmF9u59dfSaWtJTyzIZeVBVOWFCFy27ilW0DZHMKi6eX0DOcQFVVjmgqxr8uNSFpR1Vh054RplW7aa5xMxBI4rIZGQgmMUqaOKfy4u5zmukdSbC1I8icKT6cNhNWs4FUVua59mGG4xltrjcyPtKVKCk7iqnFYPTWMxLPYCttIRMdwGBxI9nL8Pt7tDIfQE5NfD029obpj6aYX+mm3GXBPK0I14lTUXMK1jkTazuHYmNJS7GMTCwjs7TWS1l+nfGFPSOkcwr90TQfmV6GSRJZkW931j4cZd249wg039hRrEaRZP51GE1QCiWzDERT1HltWN/AO/j9SDQTZe3gmoMPzPNM99PvqViuWrWKM844Y9J2s3lihO/xeDj//PMnjVu+fDl1dXXceeedE8TyzjvvRJIkzj333EN/0+8wulgeJijh8H63q4pC9C9/I/KDHxRqLQSbDbmzqzAm+9RTZJ96CuO8uWMHimJBLA1TpyAHAgyddAqK349QUYE6MkL6+ecZXH7U2DHjpipHk4WEsjLUwcHCdkPjVDCZIJ9F2/zXn9N1xkcJt8wvTJVi0mrvFKuVio2vg8FAWBZR8+IOUOa1MBhMQS6H5/nHWXrZ+agmM91DUfbRR0Cb4qwptVPqtrK7T5viDO/pxrpUa4M1KsLheIZdPeGCI44/kiKSyBbubUP7SMGaz2AQMYpjkVhlkY2+kQTVxVqx/oJpJYV997y4h0RaxmKUqCyyUey2UFvq5KHXOgtjjpxVTntvmHU7h/OvJ2A3amnAiookCYiCQNhcwrqYgBwdYSCaosRu4oR5FwDwVPsQwzEDJaYjmGfpx145tiacysrsGNLEc9tglHKXBUEQsM3bv4HE9FLN17UnPLbm2BtJsrY7RKnTjEUSSeeU/Qqb02LEYhBRVBVF0epzs+PWde0miQqXhT0jCVJZmXg6xzO7hknnFHrDKY4f99p9EAilgyjqfj54ByCQGjn4oHeQmpoali9f/qbG7S9CFASB888/n1/84hesW7eOhQsXEolEeOyxx1ixYgUVFfv/TL2f0b1hDxOcV1wxaZth5kyy3d1ErrlmLF1RVbGc+hHt3/uaoAsC5pNO0v6tKJiWLcM4ezaOz3+e8HXXofT3QzaL2t9fELsJ5K9hXDaWkSm6xpI3hOJizCtW4LjiC9q+sjKafncdy05fjjhu+sq5dycNd/6VRd2vI1gspF94AWdgkGUtpVQU2Vg2s5Tj5ldz9PqH8Ox4nV3zjuHJDX08urprklA6rUYEAVrqPCxqLqW2zEHjYBsVa5/DtmAeO7vD9AcSGMd1TlEUlfpyJ3VlDhrKXRS7LZiNEgZJmOD/ms7KVJZowm41SSybWcZ5x0yZlJgTjKYLHrYeh4mjZpUTjGV4ZdsA1ny2a5FLi9ZGxifDqGATRcqqnJy6tJZzV0xh2ZwKuqNpeiMpRhJa5BdKpAntfg45HSOU79gSE13szJby6M4R2oYjjAzuQsyEKXOaEYBa71hWcyansMsfI5qaaOpgNxlYMaUY17jSleFYBllV6Y+kMBslmkrsVLomrzfuGIySyilkZJWcVs7J1CI7jvzzrfHYkPM/SGQVouls4ctKURQ+aG14zdJby+o1iR+MNVqr9cA1sKtWrcJkMnHHHXcA8OCDD5JKpbjgggverds7pOiR5WGC49JPIBUXk93ZRvT66wFQQ6HCuuN4LMceg+sbV6HGE4Sv+QFyMIBUUYlotZC87/7COOO8ucT/+CcCl3ycCZXlMCE6nIDRiLxnT+Gh9ZSTie3ZA6qK6vfjP2cV5a++gusrX0YwaB9Po6qy6IvnkgpHMUVCmANDiLJM7oWHCb++lvg//4Xg8VC75jXqy8fWtopXLIXXteeXEyT29eeuL3eysKkEgyQUEnQEQWDRRZqbTf9IgtZ8/8msrFJZZCORztFc48HnsrB59wgPvdZJQ7mTjyypwSiJRMZNJYZiGZa1lFHps2E1GwqG4vvSH0gU7q2m1MHqHUN056NTm9nArHof02s9bNkzwt7+KCaDiMUkYTJKLG8pwz5uXdNpNmARIAPMKncSjCVwDr5AIj6MKudYXncku3p7KEruZbMwB1JZ1vdkkVSJhan7WVjVglRTgr14LP3/1c4AfZEUZoPIObMqJrk0La33srYrRDqnUGQz0hdJIavaNO3oVO1IPMPSOl/h2FqPjYHo2DRulcvKgmoPqWwOkyRhMohs6Y8AWkJQTzjF3Eo3m/sj+BNZ1veEWFjzzrQieycotZVS7aimJ9bzpsYvKFvwDt/RO4/P5+Okk07i8ccf53//93+54447KC8v55h8KdgHDV0sDyOsp5+G9fTTMK84EjWdIfngQyT+858JYwwzpmNcuBAUBWPTNIpv+Xdh3+DRxxb+LXq9Y2KoqghuD2ooVNgvlJai9mhfDOaTT0IsKiZ5yy1a5BnP95A0mXBeeQXW008jcPlnyQwMIcmyVq9pGPtoZjdtwrxhDWYASQK7HSIRRLcbeUBrTaXGYijxBKJ9zKzcvHQpR8/J0DEUw+c089LWAXKyijGXIWsw0jEQxWk1MqvBl/dujeCwGqnINy2uKLKxoNHHhl1aUX1tmZOG8rFs0NbuELKisqMrRGt3CFStHtLnNBOOZ6gt1QTHna/rVBSVnuEYLvvEBtf15U76R+JIkkj3UGyCTV8inWNrR4DptZ5Ce7BMTuHM5fUYDWORf9K/i+G9G1ibmEdWFlkyo5SGUheKz8SQP4aigMHmpdJtpdI9DVVtZGi3vyBYsmDEL5bTO5ikMvc8tVYXRrvmDjRq1JDOKdy1uZfpJU5ayl15ARV4bvdIoUNKIixT57UyEE1jkkSi+RKW7lCSzmAvxXYTKxtLqPNZaR2OEsmv59a4LTzeOkgknWNepZsZZU7KHCa2oWUFt/vjtDPWe3QgOrnc5P3ORxpO4y9bJifN7IskSJxS/5F34Y7eeS688EIeeughrr32WlpbW7niiis+cIk9o+hieRhiXrxY+/9RRyKWFBO/5VbUIa1+T02lGVp+lCaWM2fi+dlPMM2fD4D905cR/s53QRDw/PY3iCUlxP+m1YzZL74Iy8knEbnu52Tb21HHJQulX3gR89IlhcdicTEUF2NoqCfX0UnqyafYO2cFHT/+NCXRYaoqKkg99xxicQmmWTMxNDQguFyokQjIMmJFBUokgtzZifnoFZiOOpLMSy+z9zs/oOI3v8RhH5vysttMzKz3EYqlC+uMzk1rCMxfPqG9xfaOAFs7tHrTmXUeLCYDgWiaKZWaOKoqdAxEJohlmddKXz4bdHRWcCSS5iOLayaI4Sib9ozQ2hVCEgXOWFZXcN6xmQ0cv6CaUCzNo2vy666qikuUiagGilxmDJLAvMZitu4NUFlsmyCUALGeDcRSOTKytj0YS9MAiAYLJfMvQk5H6UjaaOsJMavchdkgsrKxhFRWZkPbTqTkAHvNM1EQiYlu6sYZq8+rdPPYTu3zkVNg62CUQDJLXySFJDApqxUVphU7aCqxs74nRE8oWRgzHM8Qz+SIpHMFoSx3mvHaTUTywjocTzMDJ6mccsDcUbNBIpGRse3HlOH9ysn1p/Bi7wu0Bna84biPzvgYRdbJNobvJq2trdx///373bdkyRLKy9/YyH+URYsW0djYyH333Ycoipx33nmH8jbfVXSxPIwRBAH3N67C/Y2rCH77OyRuvXVC6Uh261bCP76WkrvvAkC02QtJPeHvfg+5qwuMBgx19Vg+cgrmBQsoufMOkk88QeCTnxq7UDKpRYR55I6Owv+DPb24v/9dRhxaEfaws4TQv/5N/Nvf1hKCTCbc3/l/uL73XcJXfQMAZefOwrmk6mpyu/fQe8LZ7L7oyxhWd3Pq8vpCC6tQLM36Nj9ep5kWu8zw6g3U3/JHqp+4h7S3hKqZ9fD9706YWtzWGSr8O57KFtx03Hkbtm0dAbZ3Bqkqtk9w2rGaJMp8tkk1kOmsTCCSIpPTbN5Gk1r2JTqupKX82YeYft9NuNdvwGKUEASBYreFY+ftv4TCWtqMO/4KDY4Qsq260O4MQDJaCWUl1vdogicAC/K9Ri1GieUzW1DUGQxsGyCRlXF7yzBYxmrpkll5wvMUobBmuK9QGkWBzlASSBJOZTmqoahgPCCgWdw5zQZMkojdJJHKypQ5zBhEgflVbrpDCXKySncoQZXbSmORnb5IkkQ+M7bMYSaezRFKZnlgWz9HNRRR7flgeMeaJBPXLPshv93wa17rf3VSGYnVYOXi6R/lrMZz3qM7HOPxxx/n8ccf3+++//u//3vTYglwwQUXcO21135gE3tG0cVSBwCpyAfZ7KTt8vAwciCI5POCyYjgdqMmk8id+SzNbI7crl1Ef/5LTLf+h8AXv0zqiScmnEMoLsb5la+QfvqZSb5nUk01lpUrmV/VzdbhDJUkEPz5bE9VhXSa+K23UfbUE0geD/LQEOEf/VgTYLSsWve3rib96GsA5BBIdPdhn1YHwI7OEEOhJEOhJAt//k1mbNmAVFODdcdGUFXSPXXkLv04LfW12CwG1rcNFyJQALvFyBDalN9ojeHuvgg5WaVnOM6ZR9aTkxWsJsOkaG+Upzf0Eo5nqCiyMa+xCI/DPGGdcZSqEjuz6r0EnniGtNvLpq/+hMirnUypcLGw+Y2zPx2Vc3FUzqXqAPutBnE0aRZ/fPJasigInNxcSjCZpdRhJpLK8tLeESRRwCyJE77WG4vtzKpw8eiOwYJjj3YOcFsN+PPdXQS0riKj7bcqXRbmVWk+uhajhMUgEs/IbOqP0O6Pc1pLObv9cSLpNP5EhvPn2vDajOwa0aZfJQEW13qIpmWe262ZTfjjmQ+MWALYjDa+veQ79MZ6ebLzcfpj/RhEAzOKWjiu5nhsxve2y8qSJUvYOe7H6Bsxvt7yjTAatc/6BzWxZxRdLHUAsK1aReqJJ1FRybXvKqxHyr19DMyeg/3Tn5rQrWRfTEuXkOvtI3XvvZN3JpP4Tx+r2ZJqa3H/9FoEBHJ9ffQ1Tce8dCmzN29GHR4mUV+P63+/Q3r1anKtO3F+7rMAWD9yinZ8TTWBSz4BQLZ1B7G//IVmlwcevg3rQA+OT6wiVFHO67v8SKKIADhtRqz5mkKprg77ZZ8k8rPrkDs7CXzhCkoffogpFS6sJonnN/WjMmYp53GYSaRzTK/zADCj1suOriBTKlzYzAf/Exq1nkulZWbUHjgpRRQEZk8pYvVRR9I3lPdoVVR29YX3K5axZJbXdgxiMUosbZloGLAvNpMBp9lAOJVjJJFBVlSkfOeVjKyVd1iMEhX5Mo8dg1HC+WlSh0lCYMypqMZroyeULAilzSRR6bRQ47GyN5gglpZxWwwsrfOSzCqFzi+9kRRPtg1xeosWlYzPTE5mZRKZHF6rkUg6R3E+ik9kxrq7yCpEUjkqXBZmlDpJZmWml34wfUirHFVcOvOygw/8gKMoCrfccgvl5eUce+yx7/Xt/FfoYqkDgGFKA6VPPAZArquL9Osbifz61yjtuwBIPvwIzs9/jvCWrZhPOAH7xy8h/L3vI+/eDRYLtgsvQPH7J540X4s5mtBjaGlBzWSQd+0iecddeH9zPZGzzkGNx0k//XThMKWjg2xrK6LdjuX440i9+JLmE3vEAgKXXkausxPrBReQ3byJ3I5Wkh2dmI85mhaTmdRzT9I50MWm70xh9Lv4pIXVeJ1m1Fv/Q/q110g++jiRH/wQ1eWk75jTsVcUU5ofWxzsZ1p/K3srmxmJprjz+d3MrPOxYNrYGtK0ajfTqg/ut9rrj9HrT7BkRinDoRRTKw/ucSqno9ize4FSTAatHGVKxdhxfSNxoukcPf4w8tZWRsq1rjH1gSTVJWPJTTlFc8sxSSID0RRZWaWlzMXm/jA1HmtBKB/fOUg4lWN+lXtCw+Vyp5k9eXPzWEbmjJZybCYJVdVMArqCicLYareFI6q9bO4LFwzRj6pwI4kiDrPISU2lvLR3RDMuSOeQFQVJ1AwKdo/EiWdyeCxGHts5hACsaPAV2nLNKHOSlRWG4xmK7aZC7ee8N+F3q/Pe0d3dzcaNG3nhhRdoa2vje9/73gc2sWcUXSx1JmGorUUsKyP0hbHaTOspp2A6+mgEr5fcju2Y5sxGsOenjFIphk44CdslHxs7iSiC2axNl7rdSEU+rCefRPTXvwEgef/9JJ98EtOR4wqfR0MQIHnX3RPuKfXkk/j+8mfSL70EQPqJJ1CCQQSPloVrWrQINZeDJ5/EP2txQSjNQT/2YRHRNQUqKrCefTbD//dn/CtOITJzPgNHanWjidYhFjaXEPjUZxi84EqyFQLZ/HTi7r4wLfVvvkyhf0QzZt+e74YyEEhw5vL6N3VstGcDvsRWlprMlM06DZunAjWVInDFlXQ7y9l+0oXaQKcJpjYhBqJIFkuhHhMgms7xxM4hZEVhXpWb9XmnnMW1Xs6cObZmlMrJhehxKJqeIJZ1Pjs9kRRdwSSSKCCJmuEBAoWILplVsJlEFlR5AK3uEkDKT7OO4rWZqHRbaBvWmnn3RVLUeGw4zAbm5tt8tQ/HChm1qZyiXQvNjvCID1CJiI7G2rVr+fa3v43H4+Gyyy6bZIf3QUQXS539kn7+hbEHkoRYWcHwqadBIoEMBL/yNZSh4cIQNRgk/sc/jR2jKJC3syMcRg6Hid9628SLJBJYjjmG7Oo1Wqbr+PVMSQJZLtRrquEwif/cgmnZMnIde1H6tZIRuaycnV/8PoKviKk/+QYmh52p0yoJ9XchjgzRcsM1KNf9FKZOQVVVnn69l+H/d8PYPebZ1RchlszS4nRR/uxDxOsasRd7ycoKzRV21ExGM5pX1Ul1huOJJjKFadzCa/MWCuhNznISA1uxmiTMdg8AqRdfInnf/WROOHv8SXHv3EzG5CFprmTNziE+srgWgGAiQyY/xxkYlzS0b1KR3WRgboWLoXiG2RUuYukcj+wYRFZVZpY5WVbno9aTwmU2FFx41ncHafPHKXOYOW5aCaqqsrk/QjSdY0GVmxObSrAYJBxmA5FUlo29YXw2E+VOTSwB2ofj1Hgmrs3V+2zaWqoAdd73dt1O579n1apVrFq16r2+jUOKLpY6BVRVJXnvfQgmE8aZLQgOB2oyme848ktIjE29pZ+ZnKwzKUHI5cJ63EqS994HaF60423yANKvv466j3mB+eSTkPd2oMSiiCUl5DZtBrRoVJo2jdJHHyH11NMkH3+cjoyJ4aZ5ADjnH0nVE/fgri5j/hc/iaqq7Pn4F9lJCckXdiEZDMTGm3XvI3oDwSRFP/8D09vXM3dZDZLPR/rVV/GfcAkDbjd7/3w3XZEcs6f4mFk/0Tx9FFEUEEQBVVELgfJoZu4oyUwOAbCYJv75DYWStA64qK49n/oKN6JBW7czzZ2DVFVFxfOPgKpiUHI0/fKHmOqW8OSeJMlkDmGcK0SV20qDz0ZOUZlX6abKbSUjK1QbowQ7tjJkbMBkcVDrtdFS7qIlf1zbcBQ5/562+WMYRIFpJQ6M+bXQnUNR2vLtxwZjaRRVZTiWZvugthY8Ek9jNxlYUO1hOJbmxT0jpGWF3kiK02aUFVqV7S/ByCiJLDvAa6qj835AF0udAsm77yH45a8A4PvHTZS9+jJqMoWhqpLMhg3E//q3scGj1nVzZmM59VRif/4zaiA48YTRKI7Pf15z/VFVyOU0sRw33Zq+e5+WYTYbxhkzSD+uZdQqff0Tdsvt7Qyfdz7ub10NBiPurVswRMOokoS7dRM9p5zL3u19tHz72wyv2UjvCfk0/ByQy1FTYmc4nCKVkQti6dqxkcj0uSAIZAwm5BNPYTiVo0xVSb/4EqTSyOlhOsNZEAQ6B2MHFEu7xchJR1QTiadZ1+4nk1XI5BSSXT1EL7+ccG0jGy76EoIgcMIRVfjGNTdet3OYcDxDrx/qq4oK26XSUspeewU1nabo+ecxNDZiLNdWWY915+gbiVNZPLZeKYlCoUUWQI3HiqqqDK65jZ1CE33GLBBkbyDBjFIHkiRS6jDnGy1rU7ZZWWVTf4RkTuGIfJlJb3iiEUA8nWND71jCVyKrkMhmeGnvCCZJJJ2Pbu0maYI/rHjgwFxH532LLpY6Y4yzYxMMEtK4PnTWc84uiKVQVorzi19EGRoi9fzzJB54EENjI9m2dozTp5NdvVpz9bHbST76yMQIVFEwTJ9OrnViB5QCiQS51lakqkrk3r6x7U4HRDULOLl9F4FPfQaxtBTb0BBLv3YRYnUV4eJS9nxUW2c1tq+nbOtGTCNDZDxFWBMR7FUVHNFcQiiW4aUt/Vglger7/01/5ZSCgNeXOXh0jeYhO3dKEc2XfIzMli2IviJm13noHEkyc5/1yz39Eda3DVPhs3HkrHK8TjNepxm3w8xT67WykUdaMyzdsoVQ6RTN2k5VCUYzE8RSCI6ASVs37A8kqSq2kw71IGdiWEuaEK1WzMeegDIuMrNZDDS+QbKLqqoEdjxMOtTNiLGGgDiWVTsUSzOYt6Nb2VhMsd2MxSCSyimFuspkJlfInJ1d4SLSMaJluAJZRS14zUKhrzPxjExS0LJYfVYjx00rwSiJzK5w0T4co6nkg5nBqnN4o4ulTgHb2WcjmM0IJjOWfTqYm+fNw/HZy4n945+og0NkXniB1BNj7bpGE/wNlZU4//RHEvfdj+WM0wh98+pJ13Fc/hnkYIj4H/+IYcYMRK+X1AMPFPZn1m+g6J83oQSDjHz0EgBMixahdPeQG20kDYVWYKaGehyfvozkdb9GTCdRzFZMr7yIsb+Xxd/4GLLJguei8/GcdQ0AVp+B847JmyD8aiNhg5UQYBUU+gPJQklDLJkl8ttfkNu9m/Anr6B9IIYoCCTSOV7dPsi0KjfFbgt7+6NaIf1wnExWwZxPtvE4zOTyU84Zgwmxro6K/l0oHgOizUZd2ZhoZHfswPbkw4RO1WrRjAaRbHyEkW0PACqDoRRb/R6cg3GadwVxHVOPffFYs+YDoeRSpINaTewOw2xkJEySgM9mmuDNmpVVDKLAyc1lhJIZTJLIs7v9dIdTGLqDLK3zUeIws3JqCf3RFD6riXROoc5rJZWVmVLkoNxpZm13kJ5wCofZwElNpRjEMd/d6aXOCUlEOjofJHSx1JmA9SMH9qS0f+xjxG78MwCp8QlAAGYTgsOJ7bxzkcrLyG7dSurRR/d7HjWbwf4/55C8/XZy7e0U/fMmLCuOItfVSeyG/0MZHmZ41bmIXi/SlCnI3d3YzzmH1BNPFMQy63DRec4nsA70MCUbINe+C+tQHwuvvpRkWSWDR59KvLSS+lv/hDEbJXHrbbi++hUCX/s625adTqhpNnMNEar/9Edm/uBH1Havp+Kic1nfNpa0VNG6nsQddwLwuuxGzdf8bdo9gqpCIJrmtCW1NNe4SaSyVBTZC0I5ypwpRbR2BakpcbDxN7cQSWRZUixh7ruPveuL8TYeT7HPrVkAOpyFqeGx5VQtKt8bNBNL5Yi5zdSaJaxDcd4MktGKvXIe6VAXXrOIPw2VLivL6n1s7guzJxCnxm2lJl/YbzNJ2ExWsvJYZ49s3qShbTjG+p4QdpPE4loPz+3W2kgdUe2hPu+nu7y+CH88jddqKqx16uh8GNDFUudNY5jSgFhSokV0+3YUSWfAmiP0gx+idHWhjiYDGQwYGhsnTLuGr/42sRv+DzlvtJ568ilcX/0K6Y2biN3wf9qgVAqlvx+poYHKvbtRQyFEjwd5cJDstu10nvMJ+k7Ssu3KNz5O9ScvRs1mMXd00l80haEjTwTAs2k13m0bMC5YQPyuu4ms2UDfx74NMrRu2IFp9ctsvvRqJDlL0d4Opu5pI9IRxrm3DfGOvyCWlKCmUpSoKYZwIAhgEAWysoqcD0GrSxxU72dqUVVVWuq8tNR5GYmk2NUXAaB7MIQ362JLdjZsHOa4+UbKSkpY8JnzETvCOMqL2RNKIgki5bVn4DHEaRSrGGkdxisIeKb6cBxV96bes8RwG6rRRvGc8zhOkIilczgt2p/9nEo3M8tdBaP08RglzTt2KJZmapG2HuqPa5FoPCMXfF1HWdMVpC+SZH6VR89m1flQooulzpsis+F1Ui+8gFRdjTI8jGFaI7bzzyfyq+sL1nNqKIwc2sfhx2DA+aUvEvzCxH6ack8PiCKG5mYUvx//BReR2bVrwnHkchiqqpAHBxk+6RSUkRGt40g8jq23AwApHiP3t7+QO/4oPD/8Aannn8f5qz+CImPMZbHGwphXHovja18l8v/+F1NohOK1LxCaPpfyFx5l3cevJJ5ft9v8h5uZXWpmzh/+SNbmYMcV30VyOFhxxYWUiwKpjIwsKzz0mtYYe9SZZ1/UnELgjq1kB2N4TmvC0lSM12mmocJJOJZheo2bvi4/ZLXwMdIVpliScFZXsKK6gh2DUVr7whBJ0y6r1JR4OGq2i9qyg5saTHjPIv1s27OLXcbZ+IJdnDirAfc4m714OsfjbUNkZIUFVR5SWRmXxYAoCLT749R5rcws166ZU1TMBqmwLtkZTHLM1GKtZ6fLwvqeEKDVS+piqfNhRBdLnYOiplIMX3BhoXTEuuocPD/6IaLHgxKLEfvNbw98cDqNecVRuK/5PkokQurFF8lu3QbJJOaVK7Ect5Lwd/538nE5TYjSL73E4PKjIJ1fX8u7AdX2tOL5w/eRtm/FnE0h1Wg1hpZjjmHa0DD2tY8wUN2E8Stfpei8M/Gfdz7ZLVsQgJYbrsHQ2Ejo7AtJWvNraKqKZ8dGxOZT8P3lz7QFcwxXzACgayhGudfGjq4gpnFZnWXe/XuS5kJJsr1aFBne6WdtOotREllQ4SJ0y2ZyL8m4Tmmh2SshdoZwPLGbEVsXxZ9ZiGiS8NmMmijl6yIjicmevQcjpyhsDwr0GhpAEAjkTOzyx2kstiMKAoqq8nLnCOm8Zd2mvjC5/PVGk5WH81GlIAha2chwrHB+SRCodI0lJ9X7bPSFU0wdl5Wro/NhQhdLnUmomQwjn7yMzMZNeH/5C+QRPxjHIhK5qxvR4wHy9ZYwoRwE0MZntVKLgUVL8Fz7I2I/uw41b1RgOnI5RTf9jfQL+6x97kO4aRbx2kbKXnwMKZ0qnNv3pz+SO+6EwrVD3/oW7u/8Pwx1dajZLNvLphOvmkZ/PErJQw9jOuIIMq++VnD8ybW3s3vmMhRJa6W14H8/TfGCOdg/8XFEux33QASpdRhRFChyWdiwy0/3UAwBmN3gIycrhfKRXCBB5Jm9GEvtOI+ux1Bkw+SKkPz1t+k++6P02LXp4uK0jCORZW+lg87+KBKwIppBAJRULm+WKlHmtHDmzAr8oSQDgQQ1tjCJ4TZsJU1v+j1sHYyxI5AD0YndoJLICazvCbGxN8y0Ejv+eIaRcYbnNqNUaJE1+jZ6LIZCcs6oI48AzKpwMa144rTzsjq9RlLnw40uljqTyO3dS/q55wEIX/sTrW2X0YjltFPJ7d6DYWYLSjIJgqBFiTBRKA0GPL/7LdnVq4n/45+QSpF67PGCUAJYTj6J7JYtmJYupfTpJ1EFEbm3h+QDD5Lt7ib32mrS3mI2f/t6VIORREMjTff/CzUS0Xpput0F4UNVST38COlXX8PU0oJp8WIsSoZ4/TTMI0PIhjBKKIxhxnRMK1aQ/M8tGKY1UrptHeFZR1L0+itUXXYJjs98GtBacG3eE8BiFGmu9ZJI5XDk1/nMJonmGs+EDiOx13qIdofpzuSoavfTMK0YYXATRAO4Vj+HePxZGMxGSqf66BqM0WvQBEhWVbAZsS+txlTtRhw3RWozSdSWOiiRhgi2PkEIEBCwlkx7U+/hqP2dKMCUYhdbBqKFa7YNxxg187EaRZbW+fBajXQGk/SGkgzkp6XFcQWRU4vsOE0GzAZxwlSuzoeL1atX8/GPf5wvf/nLfOELX9jvmOOOOw5JknjySS0b/lvf+hb35hso/POf/2Tp0qWTjnn11Ve59NJLATj33HO59tprJ5yvt7e38NhgMFBUVMSiRYv4whe+wNSpUw/V0/uv0MVSZxKGqVOxnnE6mU2bx/pQqir2Sy5h5KKLybW2kmvfhaGhYYIbDwCCgPNrXyF05RdBVTEuW0Zu+zZSr7yKeeWxiCUluL7xDSLXXkvke9dgnD+f0oceIHDFlZp5Qf4cACgKgqI1ALafcw4V13wZJZEgs3o1wa9dpQnluIhWDQQ079jiYma8egvhp+7F1d+F4Y83EL76WwDkdrSCJJE8/iPEU1lm/+zr+DrbcLTvJNMTITsUI5gXs1RWYVM+4/PExmJKpxbhrXBikAS2dwbwh1NMr/XirHWzO55msMhKT3eIshoPphUnkbj7IdwJmaNaByi+bBFKeIAOt4lcMgeqyqzdIexTfQiiSHxdL6LdiHGfLhoTrPWEN59dOrXIjstsIJbJsaZrzCxCFKC5xIHZINEXSTGnwkUsk+OVjgB2o0ggmSu8pIFEllc6RlherxkklDonN7TWefuoWRk5lkGQBESn+Q1tFD8ImM1m7rrrrv2K5V133YXZbCadTu/nSCguLuab3/wmAMlkkk2bNvHAAw/w3HPPcdddd9HQ0PCO3vubQRdLnUkIBgPeP/6BkY9+rOARaz7qSNLPPVcYk3nlFQSzab/HK8N+zdcVMM2cSfbVVwGQiovx/vp6ALI7tOzY7MaNDJ54Mrnt28dOkBc/cyLKUXIf6RlLqCvT1hYDn/4M6edfQPTljQHcbtKCAf+iY/Du2YatYxfp++5DBLyDA1gvuADzggUYZ88mu3Wrdm5Z5vWS6SSr6hievZjTlB7kWIbAHVtAVpk6txxDtZNIMsNIWPvjDj+wA3tSJuq18PqMYjrzU5ah7ggr3VZ8s8sY7ItgUFXk7hCOYxeQ/v5fyHSFMJa7GPrnesQElM41EjcUU+u2MnWRA2O1i5F/vK5dI95O0SfmTfjStPga8M04DVQVS9Fb+8IYjmfY1Dcx4UpRNTs8j9XIjPxrurEtTDqnFNYvVRXcFq2dV2cwyaIaRS8DOYRkh+Mk1veRah1GzTe1ltxmrHPLsc2rQHwTbd/ej5x44ok88cQTRCIRXK6xZLRwOMyTTz7JSSedxIMPPrjfY202G2eddVbh8YUXXsjUqVP5xS9+wb/+9S++//3vv+P3fzD0vwCd/aL4/RPM1MWiImJ/unHCdGumrQ37ZZ9ErB5XHK+qyMNjtYpKLIb19NMxNDZiv+SSwnapvKwwPrd9O2Jt7YR1Uaz55JnLL6P81aeR8lOC8qj9nWTAd9Pfcf78n7T9/N/svuRKtv7wj4XEoMLthIIIViuljz1C/L4nePX399D+ia9gHdKmfaxD/VjPOJ1Cw0bALgksbSmbIBCGnPa8lWCKYDBZ2O6MZ0huGWRucwkL+mMs2jJM/OE2lEgag88KWYWecIqXmstZM7OEiuEw/zOvivkeG7lgknRHENGh/ejIDcdJt41Mei8svvq3LJThZJbB6Ni0tyiA2SBSZDPyVPswj+wYJJMXx2nFDiwGkdJcN1XZ3cwQdjOr3IXDJNE8zhtW578n1T7CyM0bSW4ZLAglgBxOE3uhk5F/b0KO7j/6er9z3nnnkU6nJwni/fffTyaT4dxzz31L5zv66KMB6OrqOmT3+N+g/xXo7BexuBjbxRchVlbi+dUvsJ5xxuQxFiu5jg6UfL2kVFOD7aILcX7pSwh5sUvedhtKJEzpM09hOmJB4VjBPc6iTRSxnnRSwYhdmrcY6awrCo/l7u7CUOuFF4PNjmCxIdY3kdieQM2XfArj100tFsynfgT3j35U2LQnKZF1e+k/4Sya//QT5vz4y8z++TdQVRXJbqLo4jm4PzIN5zGaMFXnk1hcsQzGrALFNoY9ZpqMBioyMtO6wkzviWJfUo0gCJS5LJizCsgqw39eR3Y4BpJA0GsBQSBlNkBLI/5/vM6up3ezNhCnZ20v1vljbbNEm1EztM8coCxF2f/2UXLpKOHBXTzRNsRANM14nTOKWvsugERWJpnVov96n41zZleyrNbDLGeMlinN1HptnDGzggV5X1id/57scJzQg61aF+sDIAeSBO/Z/pY61bwTpFIpAoHAfv9T9l16yVNfX8+iRYu4++6J7fVGp2arqw/uODWejo4OALze90eLtg9mvK/zjiMIAt5f/HzCNve1PyZ20z+Qd+0CiwXfTX8n/eSTpJ95Fsxm5P5+LCtXYprZguPrXyP6Y20RP/3CiwS/cTWZl1/C8fnPYzpiAalHtUbT9iu+gPvrXyP8y18VriNvXAP9I4gnX4q1WsR++We086xdR/RHPwRU5ESc2C33IxQtYuaeELFlNdTOq0C84Xdk29pwfv5ziOMFGWiaWsbrW7spad+CMZPGs3Mzjs9ernnQyjmMdXUYimyk9wYxljuoHdiF+5VXyAnTEc1W2hvc9CgqJllhwbYRkhYDhioX9gWV2utzWjOmKT4ij7QBkO0IY19eQ3M2RzqYxJ6UsSGTzSlsb3AjSyIxm5FpM0sxV7tAEjFVOHlpSz/dw3Eaq1wsai4t3H+s93UiHa9g9tTiblxJNtqP2VNX6E6iqgpDm+5mvbiAnGQGBMocFswGgY5Aklgmb2xulGgstuO0GCa0HLOVzcBWNuNQfHx09kNiXe8bCuUouaE4mb1BzFPeuwzjG2+8kRtvvPGA+2tra/e7/dxzz+Xqq69mx44dzJgxg82bN7Nz505+9atf7Xf8KIqiEAgEAE2oN27cyE9/+lMAzj777Lf3JA4xuljqvCmSTzwxVg9pNkMqRfwPf8DxmU+T3dlG8o47AIjfcy/Z7dsxHXXUBMP05O23AxD99W/w/PhHhajRUFqKYDYX6icLDO6GVpH44+0IVivub38LxT/MqP0bdi/pnf3AAzg/9nFql+X/eFedQ+q55wj/8EfYP34JprlzSdx/P5nOECWzF3LM368FUcB5152oqRSZgRyDy1eAKuO7+V+kExWktg0x4BPpUQN4Bwcpt4WpvuJKEqv3QpGTnCCwfkYRWaNElT+B8K+NWBp9OJbXYplWREQUGE03FSQRT7WdORu6wSijzkjiOnkhroEIQcCVVRDMEqbqMWHvD2j1rAMjYy3RAJIjewBIh7oY2XIvcjqC2VNL0cx81K+qZGSIGce+ZAejKWQVTJJAJv9FXeY0U+a0cM/mPgySyIlNJYXGzTrvDEpGJtnqf9PjE5sH31OxXLVqFWfsZzYJ4Bvf+MYBjzvllFP48Y9/zF133cV3v/td7rzzTjweDyeddBJDQ0MHPK6np4dly5ZN2FZWVsbPf/5zjjrqqLf3JA4x+l+IzptCHdfLcjQDVolE8H/0EpSBAQSfD0NdHcrQINHHHkO48c9gsUw6j2nZUiynfgTnVV9HTSSwf/RiAJxf/QpKIkNqVwR1aC9UNqOs07Jj0y++QmThbkwtS3Fd8wPSm3cixzLknvi3tj/eRdp3Jeb8H1vg8s+hxuNkNm3C9fWvEfzCldrFPeUQ0ppGW085BUNjI7Hf/hhkTbhj97+EtFxLMthd5SNjKiXa0EyXIGAK+5n248vpX3Eynvo5bJk3X7u2WSLXGSHoj2M9opLI4+0FoTRUObEvrkYQBdJntZOJDOBsOAqzp5xFPRGCO/3YUznkpSnEcabqC5tK2DsQpWmfKVBnzSKina9hKWog3qf1+FRyY+uSgihROfMUqroj9GY0F53RQKbKbWUkodV0zix30RFMkFVUsorMcDiKrdjzgc/GfD+jxNKQ2//05f6Qx62LvxfU1NSwfPny/e4zmw+cFW2xWDjttNN48MEHufLKK3n44YdZtWoVJtP+kwFHKS0t5brrrgO00pHi4mLq6+sRxffPSqEuljpvCutZZ2l1koKAVFtH5uWXybz+OkpQK0swNjdRctedBK64kuyG1xHcbpTRNHGbDfvHPorocuH88pcQRBHXV79SOLcSj5PZtBm5twssFUjnfQ+MIoZyldzG9ahzzyCxsZ/Epn5ssxaR+fl1E8RbXv8C/gtfoezF5zHU1mJomkb29Y0Ym5roN7hINc3G3balIJSYTJiOPBL/+RegDgyAyYrQcgy5kiXkdnSi/PtbFJ1/Gf3HnVFI+kkMj+DwD1B/7z9xXvV1vPNOo2fnMKWbh+gqs7G72kXxxj5m7RzR2jALIDnN+P+2HmOjj2jjbNhkJ7pxCMP/FONaXAWRFMYSO4bSia43DRUuGirGsgmzgzFEhwmLtxaLN+9U5K0nFejAWto84ViTq5wVLWUMRrXmzP54hlhGZm6le0JPySk+G4PRNCSHkdoeIhSahnfa8f/NR0TnjXirP0SkD+4Pl/POO4/bbruNq666ing8/qYSeywWywHF+f3C+0Ysn+x8gjvb7uCE2hM4v/nC9/p2dPZBEAQsJ55E/F//QvQVYVq8iOivfwOAeeWx+H5/AwDeX/0S6xmnY5o7l+iNfyazZi2Or32V5G23kY3GMJ7YS+y1IUxVTlynTEONxxk68WTkcRlv6nArykA/ckxbwzDsWQ++GaBCfE03ar4shYYFSMUu5LXPaU2l879Ci++4ndzOnXQV1bF2VwD+97dMi/RT84efkWtvxfvb32CcOgVjywzSAwMY5s5HaToWEiHU3jaIh3Ds3YmntR67dwqOGcXsiJWi/P1RFr/+BI5PfwqX047XnyCcVRhxa7+0/fEMss2AIZHDMruM1OZBAHYMRulVFYwVdpZtGSbV6se+uJqiC+cc9HWPr+0h+lwHgtVAyWVHINq0jGGjowSjo2TS+Jyi8lTbEKFkliV1XuZUukll5UkZrTaTgeOnlTCw+gEUZNKh7knn0jl0SG4LosOEEsscfDBgqnxrPsDvJ2bNmsX06dN56aWXCv/+MPC+Ecu72u5kIN7Pra23MLt4Do3eaRhF3Snk/YCayeA//0Iy69YVSkeK7rsHw/Rm5L5+nF+8smB/J1gsWE85heTjjxP/y18BSNx2O+l8Qk/oys8hnPZtksEk1jnlxB5bO0EoAZRdeVcgQQJVxnr0PGiuILGxH8ucBgzX/5n4Yy/BtKPwnDULecPzGKc1YqiuJvngQyQfewzH5Z8hPZpLIQj0lNaw8MlHUGUZIW+0UPTXv5DduZPEy1uI//hbIBkQzv0WislC+ye/CqKEkshSqkIyI4PRQuzCTxD/938QzGbsn7wUwSgxO5NlRzCFa3cAQyKHY0UdxnJHQSzT+YguJ4koooCxeuyLUMnkUGIZDL79m4/nRvIm9ckcSjJbEEslI5MdiGKqcCKMixgHIymC+YbMveEUqgqru4I4TBInTy/DtI9ouqceTXxgO/aK2Qf/IOi8bQRRwDqnjPgrb+5HiW1excEHvY/51re+xbp161i8ePF7fSuHjPeFWI4k/UiCiIiI0+Tk6he/wfzSBQzGB8goWX64/EdUO2ve69s8bJH7+8msXTthW/Le+yh7+qnC40ynn9h/7sR20pFYFs5B9BUV3HVMLTNI53tbCkYBdfdqjHNmkdo5TCZgRljxUYyGIawnHDOWRCQZEFZ8DKG8EeuqVRgrnDiPn0Li9X6iT4/AtOMpvnQ+hiIbNJ4HgJrLEfjilyCbJbd3LzMeeogtewKoKmTz60WjQhl5dheJP/0GgzmFYVreTkvOYbAJuP9+O55wjJDLjSeSxtHdi6fCjioKFL/0FJF8lq8s2EmGqzHkFJYuqyE+oCUp5QIJTJVODGV2ciMJFkzx0mU24OiNUnxqUyFqULMyI//ciBxK4VhRh2Pp5M+446g6kASMpQ4MRTbig9tIBbtQ1hYhD2Qw1brxXaAJXSSV5cW9Wp2mwyTRUuYsmJ/HMjLxdA6TbWztqDecZE/ER2PtyVhdFuID24nsfRGztw5v88n6GuYhxr6gktS2YeRw6g3HWeeUYSj+YHduWbZs2aSEnQ867wuxfHjvw/TEtFq9eFb7wukI7yWY1tbD1g6s0cXyPcRQV4f9sk9qPq/55J7s5i0Txvg//3XUTc+Q/KuVio3rMC9aSMnDD6KmUpjmzEFJplBG/JDJkLz3N2Sec2H81W0ggGHFOXgvmYualhHXRFCzKQzLj0ONZjAU2xFdZoIPtqKE0wiO/GyDoqKktenY7ECU4P2tiFYjYs0UlD07ESxWIt/5DrXnfZbOUJbKIjtqViZ493ay/jiRvjY2n/8xxHSKeY88hHXleSg5I7JrBtH1CZYvqSbaHcbQp4nN/PYMGERszW7SAIJAYnMUoVJ7PZJbxzL9Utu0qdaSzyxEcppR0jkcfVGMK+oQLWOzJUoqhxzSvjjTe4P7FUvJYcJ9YqN2DX874V3PQdqIMGJGwDThizedU0Zzhan32fHZTLSUOUnnFDwWA53BBBt6Q9R4bEwrtrO6K0g6pxBIZDizpZTE4DZUJUdqZDeqnEEw6PZ2hxLRasR3wSyCd28nt0+m8yjW2WW48u+3zvuL94VYzi6ezT1td6GgkFWyzCmewznT/odbdvyH3lgP20e2c9qUMzBJ2q/ixzoe5bnuZzmncRVLKib7EOocWlRZRh4YRHC5UCMRUBSkysoJYwRV1r6oFQUURSv0r29GdJoJXH45qUcfQ2powDRHi4LURJLE+h7sK5oxe2MEvvsb5JIFCI0LEGQVa1MxziO1Bsfxdb2k82n3qqJgLktjmd+CqVKzaws9pDnmKJE0nPr/MPh3kLntZ2RWr2Z6Nsu8a3+K1SSR3hMk063ZvwWap5HxFmvHtyzBaqwYc+hQ4f+zd9aBcZ1X2v9dGGZpxGxZZrZjDDMzNmXYtmlT3DKksKXdbtuvSXnbJmmTBtumSRvmOLEdM9uSLWZpNAwXvz/uaKSx5DaFOM6un/wRa+573/vOnZl73nPOc56T3dKHTRaLG6k0BtCcFYjXfc3yfMst8QJ7QwBt+IiHn2EWqlwi9+5CG7Q2gZ41dXjX1JF8qQtTN8AugmKgjkz/8Cy+ySIkXQi7ZoIpYJvhx7dmQtmnzOtgVX2ItKozJ68x63faOK05THc0w0t5r3MoqeCURcJuO73xLKVuG8M77kdLjyLKTlxlsxFPGMrXBVLASek7l5I7FCGzcwAtmkUQBWw1ftxLq7CVvbEtzlatWsWBAwf+6phnxjsN5fHtb3+bb3/7239z7tra2mnnPnK+4xVviLHUDA1FV3DbrFDDgvBClpYvZcvQFgQEdo7spCPeyam1p9IaPcjGgQ1sGdzMmmqLLfXznT9FMzRiudgJY3kMoHd3k/3LXwCwr16F6+KLcV95RdGY8C9/QPLXd+E6ay1iMEjsiTYyOwawNwbRBy2vS+/qghUr8Hz4Y2QGfQguHyhZRq+7DjOZRGhZjXDRR3GfVFMwlAC2ap+l12aYmE/8mMz+9Rjr1uH4n9tBECZo9gIIsh2xaT5iSQlGJIJt5kzcDhk9mSP6iFXziSTQ0FBB1ClCLEPYWc2Ix07KJVMznEY2TEuKTDUQPXbksAttLIugm6S39CNUTXT+EJwywavnk9k5SOKpQwUD6VpUQfzZw4hOG9ok7y+7fwS5xEVqkxVJERySdYqiY2oGgjyVKm/qBpm9Q8glZbikZeRMy9t1NoULG4ZxzCid/mHrs0uImBgWV5dUxwssDpexZO4iXGaa4X7LkNp8lQRmHB91bf9bIYgCzpZSnC2lb/RSTuDvwDE3ll3xTj71wifJalkWly3Ba/fSEmxhy9AWACRRQjM04kqMhJLAITnw2Dy0hCZ6+a2oOIkN/a9wUuVJx3r5/ych1dXhuuRicps24f3AB3Cdc/aUMbbqMKEvfLTwt9ITy/8/Tvj//YDIRz6Kum0bmfvvp/Q3d+KomE96ez9SwDlBqxcEEMDRECya217tp+ymlaQ29ZC4sx2w1HwGTjsXYdFpSCsuwsxq2OsCOJpLcM4JY1z2KInHd6BXN6MnchhpFfIKNmYyhvnThzn5/ZeT6bOTDDjZ1WSJAuTsIrO6rXZWiAKhq+YRuWcXpqKjZKY2YTazGkPff8Ui2UzyQk3NKOi8ek9pINs6ipFR8Z5cjxxyWaUBuokgi5g5HQTLKB5pLC0jfwC1O25tBvz5nKMIzpZS1IEEpigg+52IzqP/nMXhrazM7CEqVeCygT/TSarrMFW1yxCEAL76VSjxPvz1xYSM1MBu0oP78NYsxRU+ER48gf+7OObG8le7f0lGszyB7cNWt4W2sdbCcas7vACYvNy3ni+u+jLzwwsKIViAz638Aik1hdde3M7or8E0TV7oeR67ZC94qCfw2iBIEiU//clrGqtHxkh8//vYApXIM07DObcMeUY5vo99hMh73ocQDCJUNxJ76jBmRkPtSxC6424S3/oa6s6tuJ27cTRZno2pGSSea8fUDESPjeyeIcQz34u54wnMoYMw1I75bDfmgvMAULpimIaJa1EFY3/qxkj7YGwIQRYJnDsT31kzyOwZIvfz/4LDW4lu+j3i+34KTjui6sKw2ZHGhgAXvrNmYOQ0Ru/ageR1oGs67sWVCDYJPZkju2uSGolhYuaKNVsFuwySgGCXUAeTaAOWN6gNp7DX+Cl73wqSG3vIbLOE4X2nNk7bbSL254OWoQQwQTAsmyyXexm9e6cVegZEn53wu5chTlLiyewfRh/L4F5eg6GkcZhZKrQuPOWLSWU6cYVnFkg8vroV036e8fb1mIZGvOOVE8byBP5P45gby/nhBWzNh1vN/FZ8NDvRaUFHL/xbNVRueeVLnFJzKqfXnYFbdlPrqyPgCLxmQ7mpfyND6UFskp0fbbdqAWeH5vD5VV8g5DzR3f21IntghPS2flyLK3HNnajvUw8dJvaVr2KbN5fA5z5L4gf/j9Svfg1A2V/WYZ9naZvGvvsjqyOIr4LUc9sxMxNzJHarqPmylPR99+H/8AdQumNk9g+T2W4JCZiRXtBUhMb5OM84Gbb/nvQvfoq04lTsjUGUrhgYls6pmdEsTzIPW4UX0zRR2sfQBpIIks365gkSUpkHT3SEpV/8LJmqWqr8LkLf/SFyqZvBWzeAbqLHssjzBNJju3CU1pJrtWrlbPUBDEVHH0kXqbMINhHXvDLkgAPBIRN/5nDhWGpDD5ndQ5R94CRs5R4yALJ4VGkzwWZ5miYmAgL2Gj+ek2oRXTLDP99cGGckFEbu2EbpWxZjJBVMRSf2sJUfMnI6/nVrQXNjtNmxB2vxr12D8Br6YzpLmsiMtOIsbUJXM2iZMey+qhNM2RP4PwfBPEby9juHd/Ctjd+gylvNuxe8h8PRw/xq9/9gUCwBNdmIjkMSJHTTMqIBe4Afnf1T/PajF+0apsFQepB4LsG/v/BxAFZXrWFD/yuFMTfMuZEb5rzlqHOMZkZxyk48tjc24X68YOgnmzCSCoJLpuLDE3nisY99nPT9DwAQ/vMjxD7/BdQdO8DtpvKF55CqrHqx3oZm0PIF2aKIeOO3EcJ1hdClsf5ezAMvI6y5Cv+/vY3ki535sQJmXyvGvbeAaeC46euEv/BOAFKbOkg834PodxC6Yi5qfxJnSymi20Z6xwCZHQdR7/4ukt+N/YZPkGmzrm8qGcy2TQhVsyj/zCWIHpnRd7wTZfMW7Dd+ArNqKe7VtSQea8N44qccXLOKobVn0bRhAzX7DyIsuxBBEPGsrsXRXELkrp1F98p9Ug1y0En8yUMAyLU+tJ7ExABRQHBIjM0O46jzU1fhQw650JMKolMuCsVqqQyjzz+BriYgZ8e/ah5ixUx2DqZxxHI0dsbQhlLoESta45wTJrt/BEQTDMugeU9txLuqluif9pM9YBGlyj5wEtJrbOZs6CqCIDK09S70XAJP1UICM059TeeewAn8b8Ex8yxf6HmBlJaiLdqKgMATnY9PMZQ20caHl3yEp7qeZNfITpoDzXQlulCNCS8hpsR4svMJLp1xGTZpetGCH279Ac90P82MQHPB+NZ562iaPYOHDv0B1VBZULpgynld8U7u3Hs7LtnNiz0v4LV7+X9n3EqpK/yvvRlvQjiaQmR2DeJoLG6X41i3jvT9DyDWVGOORSxDCUhzVxP5Sx/BS/3Yyjz4bvkPkrf+EHOoxzKQpsUWFYMOjFgOcd11sO46EJkwlICtxo8cdJE0re+KPaSSOxwh9lirRfoBKxQpCrgXVxbOcy0oJ/rOqzCHutABNRNEPPWtiAEHotOLZj8NgOyhCI7GEOG7fos6kmL019sgmkU5PIZpKBj7X6T/c18BoL+xhupf3ILgC8PcNahDKWzVfkS/oxAOBcjsHUJ0TXw3tZ4ESFAImpgmA06ZvRLQF8dW6ia0tY/E04eRSlyE374EwSYR73yFZM9WbDXlYEjomVHiPc/TMWLSKVqfQ+0ZTYRUg+if9iM6ZYthCwVDKZd7UAcSjP5uZ0FWT/TYERxWvWmqfzepwb24y1rw1lh6t6ahk420I7tLsblDiJINQ8uhK/k60mxxQ+kTOIH/CzgmxlI3dCazH+JKnAWlC+hKdBaNUw2VPx76A70JiymY1jJFhhIsL/OOPb9mOD3Evy36AD/b+RM64x2cUnMaS8uXIQoiL/Q+D8DhmLWzn1+6gN+3PYiJyRdXfZl5pfNx29zsHd3Drdt+yMzgTD654lP8YtfP2TG8vWidPcmeE8YSCJzfgndNDUZ0uOh1qb4OZBljcIj0K7uRmlvQe7ox61aiRzJk9wxhO70J/7tvwPf2a0g/8ACmPUSqy4fgslF6w2K0SJrECx1IXgeOGSHiT7Yxvo9Su2NIC5bg/+IXUA4PoZWvQn21FyNlfS8Ep4ypaCRf6cbM6UhBJ3KpCyOrY0oTnpNQO88i7Fw2F9FjY+wPe9GjORJPHyYhQOk7lqIncohBJ0Ysi5FWCV2xiPi+y6h98o8Mrz2LmsfutyT1vCWgmyiHx1D7EkUNsZEEzJSKnlKtjUDUMqKS14Eey+cXvXaKgpgmhZIWPZIh1xtHctnIRjqse5AcpmLluxjafCdmVxluVYMFVicRj0NG9kqE32EZOj2WZTjZjRkTEXJO7A1B0q9aja5VqRvfFfNwVdci2mUyI23EDlu/lXhqGE/lQgRJJt7xMqn+nQiijYoVb0e0ORFlB6HZ55GL9uCtWfxPf59O4ATebDgmxvJrG77CtqGtAIiIBB1BEmqCkCNEXIkXQqwA3Ykurmm5ju3D27hs5uX8YPP3yBoT1Hsj72Hk9ByHood4tN0qadg7uheX5OKymZejHdEgd8/o7sK/B9IDrMizaH+8/TZ6kz30JntYVbWmQDwCCDiC+G1+WoKzOAELwxedj97ejuuqK/Hd/GH03l707h4rFwlkfvSfCLNWUbH1EaIPH8RIKjhnh8k8/jgIIq5zz8FzvaX764ykiTywh8jdOwhds4DwW5eQax9j7ME9HBGFR+1NkE0vhHIT2uNIFR4Etw2cEmYkX9Q/Tfsj8cpPY+5ZD1Wz8Fy0DveiShAEUlv70QYmtQQzYfR2i2xmpsYwX7qHXKgKtedyWHo9q9+ymMSLHeTqToMbz0Ioq0d0yhhpFVuZB20sYzFaj4CZs76rUqkLz6o64n85iOCQsTeXUJfT4dAYggnh2iDyugbQDUxBIHq/JffnWDoPobwNd1kLks1F6YLLiHV2UDmQIhDLUfHWxbgnSd2BVccXWLmExHMdyGVu7I1BsgeG0JNZTN8wit6Kx23VZmZG2yfOcwYRJOtxYOj5cLWpY076bbpKZ+AqnYFp6Iy1Po2hZgnOPB3J/velKpTkELFDz2PzlhGYcdqJ/OcJvClwTPqf7Bm1fvxO0Umtr47PvfQZXux9gbHcGI787t8pWe2cNEPj5b71tIRamFsyj3MazyvMIyBwWu3piIgciBygxFlC0BEsHM/qWZyyE7fsxmfzISLilvOhJ0QuaLyQcxrOLYxv8E8UdDskO9fOug5ZtBFyhIjlonQnu1jf99Lrdl/eDDANE6U7htLZi95uPVwzDz/C0FnnMHrj29CjUbzv/zeQrbCj2bGL9G9uJ/y2JZR/cCXa1heJvPu9RN71bjJPPFGYV+mOY8Ry6LEcucOWUlPixY4JQzmp64I+li20vQLQRzOYaRUzOhH6HIcwqXxCsHkRl5yHWGF9zupwipFfbiH9as/R3++mP2LuewHz5XsxBw6BYqB0RFEOjSGUNyGU1oFh4lpahb0xiKOlhMAFLdjqA4hee1FzXzNfamKkVNzzywleMw9T1chuH0AfSVEey1GWUpFCLuSwm9CV8xEmtSTSOlVsmXoSvduJd27A7qskdP4SXAvKqTitEXfQNe17SG8ZxIipKJ0xor/fS8lbFiGfHUEI5nCFW8hGOhjd83CRkfJOKhnx1izDVTaL0JwLpjWE2bEOMkP7yY11kB7Yc/R7aZpEW59hePu9KInBwuup3u2oySHSA3vQ0pGjnn8CJ3A84Zh4lh9Z+lG+t/m7ZI3slNDrRU2XUB+op8HXyEee/RAAnYkOOhMdvNT7EgklXhhb5alCEiUMDHqS3USyEb6y5ut8/qXPYJgG75r/bn65+39QDAWbaMfAIK1ZHsR7Fr6PS5ovLbr2v6/4FAvDC/HZfFR7a4hmx/jq2q/xo223EVfiCILA011PMa90PjXemtf5Lh2fiD/eSmb3EKJPQigrwxweBmWic4LWPUTJf34N+5p1RL/wZYzeThLf/hbO007GvmgRpjbJy9cmvBTHzBKkV51gmjhnWcXZcthtKd0I/PWO8uPM03EDOqnZcuCCFkxVJ/7koYK355hZgndNPaN37cifB4JbRvTakVx2lL44qAaCU8J99mpSO54AX4ChFfOIezzMkyzvUM+LmtsbA6TWW+LvSkcU0W+n7L0rGPnNDpjUVUL02UEWcTaF0GNZor/fVwgvy2EPwcvmIthEJO9EuNh3agN6JI2eVtAjWfQXwFiokcxtQbR7sGv1OFpKcc4sLmg3DZ14xyuAgXNOM2pvvJAbFgSJssVXYGgKgigViDqCZMffsAZBknFPKguJ7PszejaGoSm4Shqn3H6bpwzR5sLQFeyBqb8L0zSJt79ILtaHlraY7qm+HdhnWxtVZ+kMMiNtIAgM73wAT9UiAo2WjqiaHAZBxOY5UbB/AscXjomxPLX2NH60/dZCmHOcdOO1ebmo+WJK8iUcH1pyM090PM6hWBuGaRCZVFICIAoilzVfQdtYK32pPn624yd8/eRvcNdF9yDks0B/aPs9A+kBmgJNDKT6ieeNbbW3WJ4NrLZT5zddQF+yl5uf+RCqodLgb6QvZeV4MGHv6B4eOHg/H132sdfp7hzf0PLapUbaoOL559EO7mfkxrdBKgXBKpSKMwBwnXMmxtAA0U9/BrGkpCCH577sUqwCQRHXhRcU5lV74pbHCKh9CaTZDgLnteCcFUbpipHe0lcYK7htBC+Zg9IdnbZrg70hiK3cg+iScc4sZfh/NluGUhSwVXoJnN8yhWVqpjX0tIbrnEoCF84id2gUucwDxnwyYyWkgyH2VlgkGq0twvIZIbKKbqkJHWHHjbjCyG+2o0+WvBOsco6BEie9qRzN2/sJ5jcA9pklBM5vmVatR3XbGD6riWB/EuGFTuveidZ58e2bEXdbuU3/+S2oM0vYN5Sgyu+kTOkk1W9tBnwNHsy1BzD7PHhmzUXy2smMHmbswONIDi92fyWZ4QSCIGIYOq6SxoKXaZomhpr/zNXpJfhkp5+KFW/HNAxEeWpTXy0dIdU/rh1s1Uw7gvUT936cw2CaYBqkerfir19JevggsbZnAIHShZfj8E/9zZ7ACbxROGZs2LfNfQc/3/VTbKKN5uBMPrzkIxyI7Oc3e+/gqpZrqPXV8kzX07RGD+K1+UiqFtXeK3v50pqvsDeyh7XV66jyVDE/vIDORCcHowc4FD3EgrDFbFUNlWUVyxnNjPKxZZ/AbXMXhAiWV6xAN3W2Dm6h1ldHlccqaUiraUbSwwUiUU+iGwmJ5uBMYkqUofQQ0WyEsewYIWdo+jf3vxiB82aS3tqPo7kEKeBDOukkbLNno27dCtEBJO8E69Nz41uwr1plGcuSiXvlvuyyqRNPTlPlWa2CJOKcaXlNRkqxSiAAM61iK3Mjee3Yqnzoo2mS67swVQPnggoC581EyM+R3NhTMMJSmZuS6xeSzHuBUtCJNjQpVwlktvbjqPaT2tKHPppB9NkR/BXYBQFbJoPqcuFq30t2bAZGQiF3KALaVK/XSCoFVR5r0db/Wuv8aLLIXl3ngotmokcVBI+Nods2IHrseNbV42zxo+cS2LxlvLxnkKFoBrtN5MJLZyN5HaSzJumBXWBMMvaqzpaeKIPJHB2RNJfMKLFammEiyi5MMwtVWQx3FNM0yUW7wDTQs3HcM89CyyZQEwMkuzeR7N6Et2YZ/sY1CIJA6fyLyUY6cJcfvQ+hIMocrUxTcvqRPaVoqdHCjRjPhwLkxoqjS/ZATcHbHb950YNPIdm9hOZegGSbPtx8AidwLHHMjOXFzZeQVJPcvf+37I/s4+FDD/Fk5xMYGERzUW5Z81XSmrWTTaoJrm65hpnBFmYEm6n0VDK3dG5hrrMbzmHn8A5KnKUk8gQhSZB4qedF/tL+ZwCe7XmGi2dcwml1pxfOu3PPHfyh7UHcspufn/tLehI9fOmlz2OX7DhEBzkjh27qfPuU/6Q50MzXNnyVwfQgW4a28JMdP6Ij1o5LdvGVtV//P2E41cEkolPGf3Zz0evOk9ehbt2KUDMDw5TJdUYLEnW2mc1T5sl1RVH7E7gXV6GNpMAE56wwwcutz3RcIzO5oRttOIX31EaCl8xhqGujJS4gCmiRDJG7rXpGx+xS5Covalec7L4h/Gc2IThkEi92kNo84ZGaSYXIfbtRe6zogmCXOBL6aIboo62FEKuRUBCcMrasxvLPvZuc348/Oob8pTtQ8iUqU1xLtw17nd/qKCKCHsuh9MRB0QlHcwyEXZSOJImObMemNaL1ZcEEPZol/ueDxFd1YEgxfPWrkCTLm5IEAeesMJkdAygbnNhrFyE0RTEGHeijObR4Fl/QZBDw2kWMzCi++lU4/FXY/ZWYuoKSGCA3eojByCGCM89Cy8SQXSHs/ipcJU2oiYHCW1CSE4pEdl8ldl8l/yhEyUbZ4utQUyNEDz6BIDtxBGsLx721y9GVNDZvmEDTycTaX0KJ9U6c7/Ch5xLouQSRPQ9TMvdCJMdrV+s6gRN4PXBMFXwWly3m7v2/BawWXEFnkEg2QoPfEs2+dMal3Lr9hwA82PoAD1zyh2lrKWcGW/jPU7/LOx57GztHdrCmai2fW/UF6v31yIKMYRqF0O5kjIdks3oWRVd4sfcFVFNF1VSa/E20x9spc5Uxr3Q+rw5sYtfIRLF5Rk0zkLYeLjuHdxQZ4f+NyOwZIvaXgyAKeE9uwLtq4mHn/8yncVx4OZFHejETGumtfVP0XMehpxTG7t8DhonSGUXptMKIwSvm4mgKkXi2nezBEVyLKwv1lYIsYm8IFlR45LAbbWyCqZw7MAp5ZRvRaUOQRPR4jtSGYuKOkVILJSYIYCpTGasA+hHeppm18qyOxhXYdz6F7fIbJ1oqKcW1waLPjmteGamN1sPevbTKyp/mrzW3M0ZLd9wSZ5dK0fRsYT2Wbp2AoaVBssKXa+ctpWc4RXnIhSAIpDb3YiQUjAMiFRdezOCj6wHIHuyh2raLElctTkUhccgydimbm4qT3oG3Zgmpgd1kR63yKT0XI7zgMnQ1A5h4a5eRiRxGTQwiSHYCTf9a8XRBELB7yyhfduOUYzZPKeGFlxf+dpXNIjN8ENMEyeHDEagh1Wexk9XUMMnebQRmnPIvXd8JTI+NGzfy9re/nY9+9KPcdNNN044588wzkSSJJ598svDali1b+NWvfsX+/fsZGhrC4/FQXl7OkiVLuP7665k3b96UeZ5//nkefPBBduzYwejoKDabjbq6OtauXct1111HU1PTlHPeSBwzY9kea8cm2lhdtYZXBzZxKHYIzbQeSmXOMr6z6VsEHUFC9hBjyhiVnkpk8ejLG8tFC6HTvXm2bXNwJifXnMJzPc/y850/46SKlUXG9t0L3kO5uxyfzcvXXvlK0Xxn1J3FZ6pWUea2ZNhml8yhzldPJDPK2+a9gyXlS/jmxm/gkl0sLV/6r7w1xyUKxskwSb7Qgb3Wj71mQjXJPm8mjv0KSk8c0WXDSKuI7qkbG0ESMXv2YPYfxiib6FRiZjWybaOkt/ePjywcEwPOopZV2lCKzO7B4uJ/zSB45VwEu0Rqcy+OltJJBki0DNYkBq3v9EYSz3ZMfaMOCaYp+wCQzn8n8nUfwLu2ktEPfgZkB8LJNxSFFI2EQmbPcIFklN7Wj1xR7AXJ+XUIJQaOshBqV8oK2wJoJo7MMqS6ON66Fcg2iRnVE/fZvaiS5CtdOGYHEEQB/9nNZA+MoJV3IACubD+i3VOQ9zB1BUzDyhGXziQ7ehhDU7D7a0l0bSLR/SoIEt6apZh5RSVTV4i2PoOuJAi2nIUz1MCxhGnoGKr1fdO0DFpqqOi4mhwiM9yKq6xlutNP4A3GPffcwy233EJZWRmXXXYZDQ0NxONxOjo6eO6552hoaCgyloqi8OlPf5pHH32UhoYGLrvsMurq6lAUhQMHDvDHP/6RO++8k02bNuH1Hj8RhWNiLPeM7OYLL30OA4Mvr/4K3YluepMTXsDPdv208O+vrvk6foefam/NlPqrrJbFITkQBIFaby0zgzNpi7ZxafNETiypWoLVcSXGhv5XiCkxHKKDJ7ue4KIZF3PDnLdYIdW4VQaxqnI1AUeA85rOxyVP5EY8soevrv064UmCBLed9eN/7Y05juE5qQalN4GyYx/GS3eRzq3F/sVPF44LkkjoqvkM/XgjmV2D6EmFkqvnT5lHHx3CeOCbYOhoWgT/l74Gholzfjl6JINglzB1AzM7IT6RWt+FrcqLe1kVmX3DmBkNbSCFXO+fMJamVVMY/f1e9FiOzO5BJH++8F+iOK8ogOh1UPL2xWR2Dhb0ZgHI6chlblyLK0k8ZWm4Cl47gmgRd0y3neQv78Dc9bQ1vnImwuw1eE6uR+2Jo3REEewSjlp/odZTG0wW3QPH7FLkoAvv2noEWST+7GHSk8LFzvIqPC3TC5m7lpWTEJ4mrSSRujP4lqzAvaQKNV1Dqs+Hs6QR2RkgPbQf09BwhVsQ8ptM0ebEWdpM7NBzjOz+PbIjb4RNnWTPFgIzzyTWZr0vNW+g0oP7cYYaMDRlWvLOvxqp/l2kh/56/0QlMYCSHMJZOgNBnBpKf7PBzKro2wfQt/VjRjIgiYh1AaQV1YizSt9UdaeapvG9730Pt9vNAw88QGVlcfjeMAyi0WjRa1//+td59NFHeetb38rnP/95JKn4M/3sZz/Lrbfe+nov/e/GMTGWo9nRgrTdSHaEtVVrub/1vinjJEFi/9h+uhNd3Dj3bQTsAX684zYkQaLOW89v99/JwvAivr7uG4iCyPdO/3+oulrkgX5w8Yf4c/vDhOwh/mvzdwCwi3YUQ2EoPcRptaezrvpknu9+jqAzxHsWvJdKb1XhfN3U+X3rgzze8ShD6SEua76c9yx8HwBj2THu2X83FZ5Krmy56nW8Y28MTN0g1xZBLnUjh92UXreAkcd/RO7QFlI/2YLnmsuQamoYfevb0fv6CP10YpNz5O/byGQYueZa1L37rKbF6GB34l5ciZ7IEXvkAFLQRfjfVoBhYiQU9HjOCneaoPYn8Z7cgL0xRHbPEM65ZSTXFxNDRn+zA8lrPdD1WG7Ck8wVh0oxsUTF7SJyiTu/YAqpR204jeiQcc4rQxtM4T9vJtGHrd6X2mgaW7gRRAlEGaG0FsEh4ZwbxlR01Lwuqx7JIJd7EJ2yJeo+Pr8A/jNmkD04ytiDe3CvrLE8UUAOu/CePgNn09T8d+5whFxnDMcCH4ZiGV81NcEOt7lLCM48vfC3P196cSTGSzdMLYe7fj7Jvq3ouQTusjno+XkRRMsbBWRXgGjbs6QH9+KumF90jb8HpqExdvApDCVNsOVMZFdwyhhDyxE7/EJ+DRKY03v4YL3f/w2G0uhPoNy9E1KTlMl0HeNQBONQBHFGCNu1C6bNrx+PGBsbIxaLMX/+/CmGEkAURUpKJlJira2t3H///SxcuJAvfOELiOJUlpjb7eYzn/nM67rufwTHxFg2B2cSsAcQBIGlZcuoaKzgipYrMU14sO1+nu9+jtHsKGuq1vK7/XcBllLPgtIFvNT7IgBVHov4sGtkJ2k1jWqofGvTf9A21oaAwA1zb+T8xgvI6hneOf/d/KH1wcL1vXYfkexoof/lorLFnN90Ab9vfZDPvfQZfnr2z3HIlijCb/feyYOtDxTOfXVgU8FY3nPgbh7tsBSDhtODvH/x9DH9NysSL3RYHo8kIEgijhkhnGedQu7xR5Aa6pGqq1G2bEF59VUAMg/9kdKPfBqlK4ZzTrEkoNbWhrptOwD2U89AXnUm/nddC0BqY0+B6eqYEcJe40fy2Am/axnxJ9tI5z2/1MYelK4Y7uXVOFtKCwasYIg0A13J13EaUxmqU6AY6OONmI8YntrSh3tBOUpPnFz7GKJDxkgoYJj433Uxuu5HT2gIniBmTif60H70oeLSCm0ohb05RPCKuQguGa0/iVzuschH+c4jRiaHmVUAAanEPa2hNLIaY3/YB4aJPhYisPYMlEQ/dnUWscdbcS+vxnQkiOx/HNnpp2TeRYjSVC9QifeTHj6IKDvxVC/GUzUfT9WE9z+84/78vRjfXAg4Qw1E9j8KQDZyGDj9b9/XaZCL9hTypanBvQQaJ9riadkYI7v+gKHmkBx+9FwcR6CaXLwPV7gFUXaRGtwDuoLNX40zVI+36s0vsWfGsih37YS0etQxxuEx1Af3Yr9h4TFc2VRks1kikekFIwzDKHiD4XAYt9tNW1sbW7duZdmyZX913scffxzTNLnuuuumNZTHM46Jsdw8sImYYhE7bt/zKw5F27h05uUsK1/GaGaU9y/6ADW+WsLOMtqirQykB5gdmsOc0rm4ZBciIlfNuoYnOh5jRcVJeO1eHj70J/ZH9heucefe23n40EOM5cZ41/z3sKZ6LfcdvJeMluGipou5cMZFeGwevr/lv9k0sJFKt7ULGsuOkdYyBWPZEWsvWruiTxSZV7knPNAtg1t5vuc5Tq353yPXVSDA6CamrpPdP0L5h67BdfZZiH4/gsuFfcUK7GvXovf14r76KssLLXVPmcs2bx6uq65C27ePwGc+gX3JkoljNX7Y1o/osSEFnUXn+c+ZiaO5BMEhE7nPkinMHYpgrK6bKMuQxAlhgrQGkoBc4sZ//kzSr/aiDiYL5SNiiRMQMPJdObBLkCmWQwRLUzWeD8OmXuku0rbSh9OEP3w28acPkzsUwVT1KYZyvGzEFvYUBAMcNVZDadM0sdX4LaGAcBqjpBMh7sE2u5KxP+7DVuXDs7Km0Aw6vaO/kAMVfQ48lTNxh+cw+MNXQDfRRjPIq6MYShJFSaImhorYpuPIjLRhajlMwO6rwNBV0oN7kd0lOIN1+OpXkujahLOkCWdJoyUG4C7B37iWVP9uPFX/+APb5qtAcvoxlDTOUGPRsWTvdoy8KDuiRPmytyI5vEWeY6BpLfHOjSR7NqPG+3AEarH7Kv7h9RwP0Db2/FVDOQ6jdRSjJ45Ye/TOSq83fvazn/Gzn/3sqMfr6626WUEQuPnmm/nOd77DDTfcwKxZs1i2bBkLFy5k9erV1NYWfy8PHjwIMC3h53jHMTGWq6vW8lTXU8iCxJaBzWSNLPcfuJf7DtxDNBflhZ7n+d1F9+Gyubh61rXElTiXz7wCQRC4/fzfICDglJ2c23AuGS3D11/5KoOZQbw2byFHKQoiYzlLNu1w7BBXtFzJuuqTeaLzcX6z7w5WVq3ENE2e7X4GAEEQuaDpQhaULiwqA7luzlvoTfYSyUZQDIWsnkMzNGRR5vKWKxnNjrBlcCs9yW7+e/N/kVJTXNh00Wu6D4ZpkNWyuG1Tjctk7BjeTkbLsLpq+tDa6wXf6U1IQRemZpDZPYijKWSRdtwTDynR46Hs/nunPd80TZSOKJLfgVzqpuSHPyg6ro2miT/bjq3MQ9kHTkJwSKQ29aJ0xfCd1lggEI33dnQtKEfpjuE7ucFqa2WXLIOuFYdZ7XUBTCD+RBvacBqECWUfI1LMPhX0IxvA5Q8LQvHrky6RfLkLZzRDdt+Q9frkvZEs4F5aha3MA3YZwTQxclpRI2dBECi5fiFK5xjJze1gkxHnpFD2Z1Fao+RaLaKTkVTwndlE8gUr3GyrD+A/K1+KIwlIQSf6aAa51IWrrIJspBPJ6cd2FCPirphLLtaD5PBh91UR63ipIE8nSHZE2UnJ3IuweSbCZGpylMzoYZwljbjK/nFdZMnmomL52zBNY0rfTGfJjPw6TJwlTQzvuA/T1Cmdf2mREIFYqK8UMLSp0oZvJpiagb5j4G8PzEPb0ov9DTSWV155JZdccsm0xz71qU8V/f3ud7+bGTNmcM899/Dqq69y8OBB7rnnHsBizn7jG98ohGITiXz9/HFE3HmtOCbGssJTwa1n/oi+ZB8feMoKaZa7KxjMl2KYmKiGysu967ktXzoSdoWZFZrF71sfZHHZEk6ptfrnre99iVcHNwHQEpxFRsvQk+ymyl3NRc0X0zp2EM3QeOdjb0ed5BU6JCdeu5eTKlaydWgLAXuADy7+0JS1zimZw8/P/SW3vPwltg1tJakmGMtGKHNbTYxPrzsTQRDpabOUZNJqmue6n2VheCFeu6+gdXskNEPjMy98irZoK+9f/MGjGthdwzv50vovAPDxZZ/kjPoz/76b/U9AdMh4V9ViqjrelTUItr8vb5La2FMo//CsrsV3SmPR8eSGbpT2MZT2MZxzyxDJe3HA2IN7KHvvigKjNrN7goiT2TeMNpKm5MZFRO7eWSRaLnptKB3R6Rc0OTQ7bj89dsSAAzTDktYbP6wbRZJ2k6GNpAsGbPJcyJaHm361r2i8rdpH6Y3FYUNBFEi+3I3al0EU6ggum8/YpgliyzhxSe1NIPrsGAkF58wSBFGwQseSSOmNi60caqUPQRSoWPG2wvlqOoKhZnEEJoyNzROmfOkN1nvIxkkPTkRiTF1B1xWGd9xH6fzLyAztQ1fT5Ma6AYNcpB2bt+yfZsZO12DaGaqjas37QRBJ9m23GLxAZN+jVK58V+EcT9UC4h3rwTRIdL2KM1Q/Za43C8xYdtqIxlHHD6b+9qDXEeMlHNPB4Zj6jDv99NM5/fTTMQyD9vZ2Nm7cyN13380zzzzDpz71KX75y18C4PP5AEgmk1PmON5xTOssJUFCFmQ0U2Nx2RLOqj+L2/feztrqdYiCWKQba5fs/GLXz9kyuJknOh9nQ98rfGLFvzMjMFH0LosSt6z5KpsGNrKqajWaoZJUkoVaznF2a9gVptJjhV3bom3ops6Woc189Omb+d4ZP0ASJX68/Tae6Hgcn8PHd075LtfNvoGUmmRBeGHBUCaVJJ998dPk9ByLw4s5s/5sHjn8J1qjrciCDAJ8YdWXWF4xldk4lh2jNWqFIDYPbDqqsVQMZdp/Hytoo2lLQ9WEkusXYqt47TtAY1KIKbWhB+/qOkzdRLBLCKKAoyFIdu+w1bpK0ZACjkI5iJnTybaNWp1BAHOSNmzu4Ci5g6PIFV5CVy8g/kRrXobPxEhOCms5Jcjq4JGt8OwRLqTgkrHV+pEDDhLPFIfbpZALye/AOb+C1Asdr+n92io8qL2JKa9PrgkFy6vI7BvCyAurS2EP0T8dmD4cnFIQ7DKeNRV4ltdMdGKRREpumIe9OjjlHDUdYXj7vWAaBJrPwFM5NcSlZ2MTBBrRBuOt70ydVP9OsqNtR5whvK5CAOMhV1dpM4mOl62laFmU+MAkgy8g2twYShI1NYyajmBzT62f/l8J8zXk4I9DiKJIc3Mzzc3NXHnllVx00UW89NJLDAwMUFlZyaxZs3j88cfZu3cv8+dPZc8fzzimxvKRw3+i0lPFyTWncN3s65FEic+t/DwANz31fnry5SSyIDMrNJt9o/vYMrgZgBf7XuCisUuYVzqPL6z6EjuGt3PFzCspc5cXBNL/7cn3MpDqx2vzYpgmIUeQipJK3jn/XYU1mOZEfK09cZj+VD+1vtpCM+pYLsbG/le4ouUqvnva96e8h3EN2vZ4B/ce+F2hZZhmWg/nZ7qepsJdSa2vOFZf5i7jutnXs2tkF9fNvuGo92h5xQo+fdJnyWgZzqo/++++x/8slN54wXNTeuKv2ViauoEWSRdyd/bGIJk9Q8SfPIRc7qH0xsW4FlTgaC4h9lgrY7/bhb0+QOjqeUTu3Y2YFyIYh2tRhaXcM5q2+jHKInLAiRx241lRQ+zR1qLr22aEkL12MjsHsZd5rf6QR4ixmxmNzJY+PKsnfTYS2BtCqH1xtIEkSkeU8PtXkOuIkniibcLgOiRsZZ4JgXKY1lCC5b1qI2lM3UDtT6D0Jcjumagd1EdTVt51GmiDScycTnprDt/JDWjDqQKZaWTjI/hPWoi3uthrNdRsgaRTyAUeASU1imhzITkDluydkka0uzCUDDZ/lUXmMQ18dSvR1TTuirnY3K+/mLns9OOfcRrx9hcQRBvRtmfwNaxGwMQRqMNbs4R4+0tg6uSi3W9aYykEHH+1pnfK+PK/r+3Z8Qin08m8efPo6elhcHCQyspKzjvvPG677Tbuu+8+rr766jcV3+OYGcvB1CAPHfojAIeibUiixEBqgLFshNklcxidJJpumAaKrvDuBe8h7Crljj23U+WtKij9rKpazaqq1VOuYcuXkFR7q4nl4vSmeulN9bJjeDuCIFDlqWZp+TKe7XmmcM6X13+BlVWrWRxews6RHfjsflZXTx9+8Nq9fOuU/+Txjkd5rONR4kqMCxovpNRVyqHoIXqTvbzY+wIv963nv077b2YGi4uob5z7tmnnPRIn17xxaiXOOWGUjiimYeKaVzbtmPTOAYy0imdFjdXsWNXRIxmU9igAjjlhghfPJvrHfYDFEtVTCnLAieiyWXlFrJZZtlIPFTetmnINQRBwzSsjvWMA3+mNOGeXIfmt8I/SN9VIqR1j6L788WkM5WTo0RyedfWoPTGwSShtE6w/W5UP2e9EWlBB4ulDE/WaOb0gm4dNBNWYMq/gkjEzGvpImrE/7kWP50A3kQJHhK0MwDAQg04EUcC7qha5zIORUsh1xUi/2otzjnXvXUsqUSNJMqN7oTRGbqxzirF0BKoJNJ+BoaTw1CyZsi4lMUSiY/34KicE0k0TQ02R7NxQMLaizYWv/qSj3rvXA96qBThDdQxt+S26rhBrfQbTUEGUECQnsrcMUbThmtQZ5c0GQZaQFleib+r924MBefmbQ0Q+l8uxdetW1qyZyq8YHR1l69atyLJMQ4P17G5paeGaa67hvvvu45vf/Caf/exnp9RZZjIZbr31Vm666abjKrd5zIxlqauUOSVzORg5wNrqtQylBrnpqfejmRpvm/t2vrT6Ftb3voRNsrEovJhqbzXre1+iNdrKN0/5NnNK5v7Na3x17X+wbWgrPYlu/tD2+8LruqmDaTWWNk2Tt897J+v7XuJQtI2R7Ah/aX8EAYGfnvMLslqGSGa0ILQ+jjv2/JpH2//CFS1X8ZY5N7JlcAuqrnBB00U0BhoBeKjtj/xy9y/QTZ2R9Agzgy0ouoIsyohHU50+ziDaZYKXTghoR/98gOzeYaQSF+F3LUPpjhF/3ArZmZgoh8ZQ+xJ4z2jC3hBEG0nhXlSJIAh419Rh5nRstX5Eu0RyYzf2aj+BC1tI7xhAkCVij7Vibwpa2rFLq5EDE+zY9NY+Es915K9lsWJNzUDrt/IdzgXlZHfnPTYDfKc0knihY0K44EjkjVyuPYJTLrWk9+Tina2tzo/SnyD5Uif2Gj96VkPP54/GjaGzuaRQ+oJLLoRTHQ1BlIEkRjRbYOMCGKpusWuPsK/etXUknj5M7PFWAhfPwTU7jGNGCb5TGwvC8KJdJnj+HKSuBLmYgK9uJdNhcug1M9xKeqQVU83ib1pLZuRQ4ZjkDiFqbkwth54nzZimiSBbBt0eeGMe0pLDjyNYTy7WY9W0GioYOqaRQlNT+JtO/rubTB9vkFbVou8chOxfz12KM0KI9cFjs6h/Erlcjne+853MmDGDU089laamJkRRpKuri4ceeoiRkRFuvvlmgsFg4ZwvfelLJBIJ7rzzTl544QXOP/98amtrUVWVgwcP8sQTTxCLxY4qt/dG4ZgZS0mQWFFxErXeWpZXrGDTwMaC3N3LfS9zzezrWBCeoKrrhs5/b/4vNFOjL9nH907/wd+8RtgV5pyGc/nsCxNKMyIiBkahLZjH5ub8xvM5ueZkfrz9R3TGOxjLjWFicvvuX7JxYCOGafDBRR/CITloDjbTEGjk0fa/kNbSPN7xKKZpMpyxHtKaaeV+7tjza57rfo6Vlauo99VT7q7g1YFNfGvTNyh3lfPd076P13787JImQ49nGXtwLwChq+ah9CXQRtJ4VtSQ3W8V0OuRDEp3zGqunC9rECQJNe/lZfcNE37bkqJ5bZU+Sq63PtPow/stAyNY5B/J7yhouWZ2D4IJ6W0DlH/gJESXRfIR7BNfz2TeaE6G2p8ohH0Fp5UzNib1kxw3bmARgQTZ2sF619SRax8bH4VzXpjsXut9pl7qsnpVTibx5Ocqe98KtGgW2efAe0ojolMmvXvQWv+uR8k99iziuivBt2hiDQ4JMz3xcBR8djBMvKtqrSbW+bBc/IlWbKVuBJdMZu8QeiyLIIp4T65HtMv46k/Cx9/2+NLDB4kenNDsjLY+i5aJIIgyoiuEGusDTPxNJ1vhTQBTo3zZOxEl+ZgU/pumgamrCIKEaVptvqxuJ5dgmiZaOsLI7j9gTmLAJnu346lc8KYWJhBDLuw3LES5Z9dRyT5CfQDbNEpYxys8Hg/f/va3Wb9+Pc8//zwPPPAA2WyWYDDI/PnzueWWWzj77OJ0kt1u5wc/+AFXXHEFDz74IL///e8ZGxsraMNedtll3HDDDceVVwkgmObrn0nWDZ17DvyOew/8DgCn5OTLq7/CVzd8hZye5cNLPsK5jedNOe8Tz32UtmgbJ1WspMpTzaUzL6M8T7aZDut7X+J3+++iylPDxoFXALiw6SJ8dj+n1p7GAwfu49meZ/DavPzorJ8QcpZw++5f8/u2B6bMJQmS5ZEC3zvtB2wd2sIjhx9mUXgxjYFG7tx7B6Ig8sMzbqPGV8uVD12GiUm1p5rhjNXya0nZUrYPW4LQ3z7lP5lXeux/BK8ObOJnO37CwrJFfGTpx6bNEaS29pF42qox9KypKzBU3cuqMDIq2X0jhbIN59wyPKtqMbMa9roAA99/GTQD0Wun/IPTez0AY3/cR651dPqDk9R0QlfPx8iqCG4bzoYQ2UMRjIxK/IgcZVE7rPGXSlwYmoGZ9ywDl88llg8FT75W5b+fTK5zjOgjB8AEz6o6bOUexvJ1nZNhnxlC7YzhXFRJ7uCIJVQAuJZWYqvwEX/MWpf+w7eCoSOU1SDe+N3C+d5TGkhv6y8y4gCi20bougWM3rG9wNp1zAhhGmYRu9d7SgPe1XXT37dpkOrfTezw8xP3xBlEz1rzBWaeQaztWQB8jWtJ9W7DUDPI7pICa/b1hmnojOx8ADU1giDKmJiUzru0iMULENn3F7KRdgTJXmDLhuacj6t0alebNxvMlIK+td+Su4tmQQChLoC8ohpxbhnCUfLZJ/DG4ph4lnfuvb0oLJrVs3z55S/SHGzmrPpzCobyqc4n0UyNcxvOQxREblp8M+2xQ9y2/VZMTDYNbODn5/7yqNf59Z5fMZQepCvRVXjthZ7nSapJnuh4rFCTmVSTDKaHCDlLuHHeW4nmxnim++miufRJ0lufeP5jfGzpJ8jpOV7ofR6baOOzKz9P2BWmPp9HPa/xfJ7veY5FZYt5rMNSQKn316MaKjXeGmaXHL034OuJPx9+hKHMEE93PcVb5ry1IBQ/Gc6ZpWR2DIAAjuYS0pt7MVUD0WPHf1Yz+mk5Ru/cjqnoKN0xghfPLpxrr/GjdEaLRNYBTMPEzGmILht6PEvu0FEMJVj1jw4JW62fbNsIme2DAAQumoVrnrU5ktw2Ei93Wao4ZR6L+DKOPHHC2VIKkkhm5wCelTU4Z4TQT20oKvsQ8l5rckNPweNLPtdO+YdXWd1NRorFBgRBpOJja4k8uKdgKAEy2wbQaifGCrPXYe57EWZM5NIdi8rxrq7DtaCcyL27rRIQwwQzzxxWDcpvXs3IHdswolmkMg/Z1uGJm4KAXPL39XI09AlvLDDzTGSHj3jnKziC9bjL52KoGdKD+8gM7qNk/mVINtekesbXhlysj8zwQdwVc6cIBVgNnJ/F7q+mZN5FU0pHdCWFmsr3KTWs+58d60DPxnCEGpDsVg1yaPZ5qMkhNDVDNK8opGfffOUG00Hw2JFPaUA+pQHTMC1j+SYiuvxfxTExluN9KkVBpNRZynBmGM3UODB2gKH0EOc3XcDLvev54bYfAGATbYQcIb72ylcw8/8BDKYHuXvfXRwcO0BbtJWPLfsEKyonQlMV7gqG0oNF11Z1K0w6Llgwjq2Dm6n11uK1e/nY8k8wI9DML3f/onCt8RKXcTzf8xxZzcpDpdU0AgJueSKHctOSD3PTkg9jmiYVnkriuTg3zHkLNtGG9AaGjs5uOIcDY/tZGF5EqWt6dqPkdxB+14RMVek7lqLHstgbgsSfayf9ai9yqRtbpRfXkuJcrvukavRo1go3mqZV3K8bjN69E20gie+MJuuBn8/X2RsCeNc1oA4mSb/aa5FgADOn45xt9W8cR+5wBFuFF8EpI/odhbpILZHFvbSK9DarY4lg2R+UvjhqfxI0g8Qz7SSeaUd0y7iWVZHZ1g8m2ErdjP52R6HhNIDglBEcMqHrFjB2/56iBtHaaBpTMwrh5slQh1IFr1g874OY57wfYZKEl9Y13kdTxtlSSmpjcQsxPaFgq/IRfsdSjESOzN4hjEjO+g76koiiDyloGbJY+0vkot3IziDOcDN2sZbUq704mkI4Z09IDToCtSQlG4Io4wjUIDv9lAWvwdCymIaGKNqtMhJgdPcfCC+8smCgXivGDjyGoWbIxXqoWP7WomOZ4YOYhkYu2oWeSyI7izdRstOPt3Y5SrwPQXJgGhqZwX2ktCw2bzlli6+x7pkoYfdXEd/zcOFcJd4LNW9+2bvJEMQTRvLNgmMShu1N9PLL3b9gZeUqTq09jZ/t/Al7RvcwlB7klJpT+djyT7C5/1W+9eo3AKs+MqNN1KotL1/BjuHtaKZWdOzkmlP49EmfLYxri7by8x0/pdZXh9fuZd/oPtpjh6etV3RIDlRd5ePLP8lpdafTHmvno89++KjvYVnZMrYObwWg1FnKaHYUl+ziF+f8Er8jMGW8burcsv5L7B7ZxQeW3MT5jRf8YzfvDcbIndssIyVAxSfWFX7cpmmiHThAYlsapcfaDJX92wqkgBM9qTD8E0s4QvTZsVX6CiFY7yn1eFfXF+ZIvtJt5QgBBJAqvej9kzyI6Xotr6jGc1INI/+zBXMSK1UOu7FV+8jsLN4wCU6Z0rctRulNkN7ej5Y3fGKpC3udH8+yGlIbupE8dlzLqhi9Y7vlFZe6IWM1nx73KkWf3fKaJwlhC24bpmFYNZ6TIQoT658kkFBQIpIEgpfMwVbpRfI5SDzfTmpTLyZmoUTJtbAC7xlVDG6+o2hqR9da1J4UiALlN69GnCS8bRo6CELBq0v27yJ++EUE2U6g+XSiBx4vjLUHaggvuByAzMghMsMH8FQtQnaHSPZutxpFl84ouvbIrt+jxPtxhBoonXdx0bFctJvY4Rex+6sINJ/+Vz0m0zQZfPX2AjtXtHuQHX5c5XMwDRVBdhBrzUd8BJHS+ZfhCFSjpkYQ7R6kv9MjPoET+GdwTDzLn+78MTuGt3Mgsp9zGs/l48s/iWEajGRGaI0c5LqHry7KRU42lBc1XUJaS7G6ag3bh7dxXuMFDKT6aY22ct4kA5RW09zy8pdJKHFaQrN494L38uPtt3FgbH/RWmyCDUEQyOXDVduGtnJa3ek0BZpoCc4qCAesq1zH+oH1hfMmh5OcksXYVHQFxZhe6zGei7FzZAcADxy4j3MazuWHW39AW7SVDy25+Q3JX/4j8J3eRHJDN3KJGz2eQ85rucY+93lSv/ktUstcuPQW7HUBxHzphuS14z2lgczOAfRYjlxiFHtDANFlw72kGm00jRRwIsginqVViA7JEgkwmTCUeRLRFGEBrx3Pylqye4aKDKUYdGKr9eM7uQG5zEPixY5Co2YzqxH98wG0vuIwnjGaIRvJoEeyqF2WtyV4bIXmz7agk1w+LCsGLPGEyaHY8TWak/U+BRB9+b6bpjmFAQvgmFliEYp0k+gf9yHYJUpuXER6t2Xk7bM86MMqRlzDMbMEwebC5qlGTfUVLiIGJOihcB+L7tGkSIZpGsTb1wMmppZDEATCi68lsvcRDDWNzT3hlUZbn8Y0VKv431tGdqSNVN8O7Ce9o4iJWjLvEtTUMHbvVP6AI1hH+bK3TH3T0yA9sKdgKAXJjqFkUJQUSnIITL3QagzAFZ6FI1BNsnc78Y71iDYX5UvfgmhzHm36EziBfyled2O5a3gn+0YtpmVCTfCT7T/ig0s+hCRI9CS6+e6W/0Q3dfpSfZxZdzZbBl8tiK6vqz6FvlQv24a2IiLy2wvvxmv3MZoZxe/wYxOt/NOWwc0ciraRyrcciuaigBWC3DG8A7fs5nDsELIoWw2jTSvUOzs0m0ubL+ObG/+DSHaUuaVzaY0eRBRE9k8ysiFHCTfMeQuSIGJi8uGlH+XJzieYGZxJR6ydvaN7CDvDPNrxF06pOZWVVasIOUuo9zXQlehkKDPEdzZ+kw0DGwArj/hmMZaO+iBK+xipTb1k9w5R9r4ViC4byvadAOjtrVS+fxkYYlFIybu6DrnERfSh/Qg2Ef/ZM5FLXMSfOUx6Sx9yuYfQtQsY/fU2jJSCrcaHkdHQ41mrttEwkUJO7LUBcr0xzISCGHCij1gKQ56Vk4QFZDCiWTLbB8jsH7Z0WZViK3WkoSzApGAoIc+wzUMKTXguRixnGcfJgRjDxN5SgtJa3J1hvHTFObecbOuIpWU76bRcdwxbjR/BKaEcGsNUdPRItpBDlWQPpe+dbfX51A1Gb9+OPlaOe91MMm2tmA4VY0EfJUvXIZe4/kYoT0CQHZhqGsnhwxlqRBAlypfdiJaNYfNMGEu7v5JctBvJ7kGJWYZZkB0ke3cgO30FYXVRshVpuP69MLQc6YE96OrEpticJE0pynYMNYNpGkjOEJga7nxpjJa27rWhZtDV9AljeQLHDK+7sXy887GiMOgTnY/zZOcTvHfhv7F1aEuBSOOSXXxk2Ue5c+8d/D7fIsstuyh3l7FtaCsVnkocspMHWx/gjj2/psnfxHdP/z4Dqf5CbnNN1VrqfHWc3XAuz3c/hyAIvHfh+zipciVffeUWtg9twyW5yOgZVEPl9Loz+emOn7B/zGJMNvmbERAwTINIbuIB+O8nfYrdo7vZlNek3TO6m2tnX8eG/lf45sb/AKywbk7PsbF/A/ddYrUHu3jGJfx4x20AbBjYQKO/iYFUf0Hn9s0CPR9yNBXd8uZcIF95E1ruDoSZKxn59Q7MjFYg5Ogphcg9uzDSKu6T61FaI6S29OI/uxl1wDJa2nAKI6lgpKzvhpHRKH3rYvREjtHf7LDabyUVMvuHQTXwrKwltdUq6DZiObTRzERpyGQWflbHODIcOg1s9YEJIzkp1Kv2JwldM5/0jgEyB4aLTzJMPCfXk9rSC5m8ytERhnKyURQdEpUfW4ueyBF5aB/6aAZBADOhoCYUglfOxUipOOoCOGeV4j+nGXUwiXdtvqODJKINpwt6teo+BWGkHAHIeQ4ROs+JKP31n7AgCJQvvgYlMYAj1FDwOkXZjt1bTPYqmXsRei7ByO6HLI9PEHGFW0j1WYxu2RWa0t1kOqH0v4V4+3rSQ1afU3flQtIDuwrH7IE69Fwc1IylNJQdy5/zEmWLr7FCte4S3OVz37RqPifw5sTraiyzWpY5oTm80PN80esmJr/YZbV/Ga+DNEyDax++ig8u/hDlrnIi2QgHogc4u+5svn/6/6PKU41NtLFr2PJo2uPtJJUEsmhDRERHZ+vQFt4x/138fOdP2Tz4auF6Ny3+cEE2r8pbRanT0oq9Y8/tJFSLhOGS3YRd4QmCz7gXCjzZ8UQhbCsgUO+zHmZ37rm9cI3x4zOCE9T2cbECsBpQ37Lmq0cl2RzP8J/RhOR3YCtzo0UzCE4Z58plKLGApeCTrxlT+xK45pWj9iXQ8y2x0i9Z+UhtMIlrXjn+M2eQ2tSDo7kEW5kH97Iq0lv70SMZUq/24ju5gZJrFxC5e2eRSk5m39CEmg5YijNH9rCUheIx08DWEETyOYo8yHE27njNo5FSyR2chr0rgHtRJa655WR2DxZKbKYbhwmZ1hHcy6uJP9lWCC+Pr85eHyC5vhttMIkey+I7vQn3EeQpALnCg3NOmFxHFNFjRx/JYIo6os9GsmcrSmIAT9UiHMGaKT0tDV0l0bkRQZTw1a+ctkZRiQ/k2bK1+OpOQnYFcZY2ke7fBaaBEu+fNN/Eptc0TSJ7HyYX7SEw41Q8VQumvxdQ6Bgi5oUPBMlWuFF2bwWafxQ9l0AQZZR4DzZPOTqxojlkdym5aA/Jns1Fc57ACRwrvG4FPe2xdt7x2FsL9YhHg4FBS3AWOT2HYij86dBDnN94AfX+errinfxqzy+p9dUV2lq9bd7bqfPVEbQHeeDgAzze8WhB+i6n59jQ/0rBME6+xhl1Z1LuquDa2ddzdsM59CX7CoZSFmTuvvAeLp15GYvLllDqLOXjyz+B12YVxS6rWM5wxvIyBEGgymuFoIwjuFHV3hq+tvY/Cn+3hGZxbsN5zArO5punfPu4M5R6IkfylS6U/qlMz8kQXTZ8JzeQ3jHI2L27GXtwD+4lVVaYMl/rKIVceFZZXoe9IYi9PoDgmPRwFgWS6zsRbCLBS+fgnBMmub7LajRts74fRkrByKjYqnyW2k7+PMfcsqJOIwiQ2T005TU0E1u1D8+6epwLypFKXDgXFOfV1M4o2d2D6KPFJSKmpiNXeQldPhcp4JxowzUpHyi4bEgeO3LQie/khom5JQFsIoJdQi73YKu0vjdmUiX6p/2WUtAk+C5sIXT1/EKHlXERhumgR7Po0SxmVkPtjBG4fDbB6xooWXI2yZ7NKLEexvb/heFt9xYZM4D04F5S/TtI9m4lM3KkULqFRPcmlHgfia5NDO98EF3NEGhcZ4mtA8IkzzU7erjwb0PLkot2Aybxrg0MbvktSmLoyOlRkkMMvno7g6/ejpq0fkP+xrW4K+aBqRNtewpBtiNIdrTMGJgmpqkTXnw19mA9Nl8l/qaTCbWcme95aa1HdgWPes9O4AReD7xunuX+yL4CUefy5it4rONRsnq2qNh/HOM5RoCOeDvt8cN48mUZs4KzCm2vkkqSZ7qeoTth7egfPvwQAG7ZzcrKlTgkJ82B5oJ3OCs4m7MbziHkDPFs9zMICGzs31DoaQmWZ/uBxR9EEiVcoougI8iO4e3cufdOfnXeHWS0DCFniAp3BQ+2PsCa6rWFXOnFzZfw850/Lcz1ieX/jj2/u9cMjXv2343H5uGbp3y78PrxhNijrSidUYRNvZR/eNXfLIbWo9mi/0/eaolOCSlP8BHtEnq+k0gBhonSGSP5SjfBi2eT2TVI8mXL6/Ssqye9rZ/MzkH0WA738mqLtGKXKLl2Ibawm9G7d1oi5ljiA+OeawHjYdS+BFKpC20gia3Kh/+cmdir/ZhA4plDUzxPqdKLPpAEHbT+JLnDY3jX1BF+9zKMrEbkrp2FsUcSadyLK5E8NlwLK5FDLvRYFqU7ZoWOx5c1jXB24rE2Us91ELhoFrYKD9JRailN3WDk9m2F/p1SyIWjoQTRXoZp6MieUrSU5QHruTiGkkF0TXzPLCF0AQQR+YiQZS7WS+zwCwiTvpdqYoBspB1PxTzCCy8nF+3BWdpMZM9D6LmEVQ+pZZFkJ5LNhbdmGZnRQ+jZGLqWIzO8H7vviM1JYmiinjLajZoawRFqKMr95iIdk84QcATqyEU6UaLW98MRqCVy4AkEQUK0exBtLhyBmmnv2QmcwOuF181YnlZ7OrtHrFzE9XPeQlOwmXv3302tr462sVacNhd9SSsHNS4dB5aXp5oqKc2qdWuPtRNX4nhtXj71wifoTU4IEdtFO4qhUOoq5Yurbym8fkrNabzY+zxdiU5WVJ7Exj5LzcfEZN+olZ8UEGgKNFHnq2dBeEKebG+ejDSaGWX3yG4GUwO81PcCumnwmZM+V+QdLilbiizKaIZV0lIxqUnyS70vct9Bq0lyubuCi2YUU+yPB4x7fqZpoqdUZL+D7OEI6c19eE6qxtFU/IANXjKbzJ4hnHOtXFfJ1fMtLdaUajFU20ax1/gtIYKsFcIWQw68K+tIbexBj2axN1hlNtIkDdjU+q4J71LTiT60r+Cxpl7pJnjJbEJXz2f0t9vRRzPooxlcK6rJbLZIKHKVF7nMQzZfMpLdlZciHEljq/LiXmzVZLoWVZLZmq/NdMq4V9ZY4u+T+lhqEcvjNFUDM6fjPaWB7MFR7HUBPMsmwqRGTmPsvt2YqoE2liV02VxGf7cLI5FDrvbhnFuGrdKLvdZP4sVODEVHT+QwkwoYJkZaZez+PYX5RJuEc9YE2cZaBBONriWB8DuXFgy2HskRqrkY05ki2bsNmydMIh+iDMw41SLhBGspX/5WBEFAcviKpk71bS+QZQprkF04ArUoiQGsnZBJovPlgpdpajlSvdvwN1ii2f7GNaiZsULdpuQMciRcZbPIxXpQ06Mke7ZYRJ680ZseJqmBXfgbJsQdxkOv49CzsfyYY9sc/QT+b+N1M5Zum5tPnfSZwt/re1+kL9VH3zj9/Sgph7MazsEtu/h9m0WSUU2VwdQgMSnGQMoqWPfZfGS0DIqhUO2t4Vsnf6dojlD+R5vVs8RyMRaGJwqZHZKDt817B03+Jn628yc83/Mc7bF2bjvrxxyKHioY7ubADL624Zaiedf3vcSlzZcV/q711fKr8+7gQGQ/LaFZBCbVW1Z7q5EFGQODWt9rlys7lvCd0WTVP6oGiWcOE7p8LtE/7LO8wO4YlZ9cVzTeVuWzQqR5SH4nwYstZaLIvbtQumJWO663L0G0yRhZHTnkRg67cSwox0zmyLaOItgkXHPKCFw2h9hDFuvYVu3H3hBEsIkkJrW+Ej02sgdHSLzchR7LIThlPCcVexXaSBrfqQ0oHdEpIuqJpw9jpNQp+UXTNNFH0qjd1oPes7oOI6viXV2HOpxi9DfbwQTHrFKrbZaq42gOkd45gHtpNYJdstpsqQaCzRJkMDXLi9T6EpiKjv+cZoxEbkpzajHoxIhmi9dzZP4VSxBhvMG0e3EFyQ3dSAEnctBJ5F5rIxq6ZgElc84n1b+LzJB1L+2+SjyVFtv6SFGAcbjCs8iOdRZ5eIEZp6ClI0T2/bl4cCGNIuAITdRc6kqa3NiEOlKyZwt2fyV2bzmp/l1kR9vx1p+EZHeTHZ0Qc8fUMXJxBMmBs7QJU9fyx/NrMTQMNQOiHY7S01W0vblF1U/gzYdjUmf5XPezvDqwqei1EmcJkWxkythnup/itjN/wp7R3RwYszrJH4js5392/RxJlFhTtY4b5t7AtzZ+g55kD03+pimiANfPvgFJkKnx1jAjMIMPPzOhXt/gb+SaWdcymhkllpvIJX3xpc+zL7IXl+wmo6WLDJ9LduGUXSwrX150nd0ju3mi4zEOxdpYWbmKd0zqmzkrNJufnP1zdFOn2nt8ttuRXDZElw0jrSJ58uG48fpGIHsogrPZ8i5N3UAbyyCXuKeV5xpv/Gyk1bznZD3klPYxIoeL1ZOUQ2NIfieuWWH0UxrI7BlC6YxiqjreM5oKBBnHwgrkUjfRhybKeEzNQPTYSG3um1irajD2wN6CNyrYJWyNQZSDo2ATSW2YhoiT061zBZB8DitXWmGJA+ixXOG5nTtkfUf1SMbSjjWtbiiuxVUEr5xHan0nRlpl5FdbkcNu1G4rVKyPpMm1R0k8e3jKpY14DvfKGjLb+jFVA9fSKlxzpsoQZg+MFDxLPaWS22ptFj2rawvr02OW0bV5Kwr5vOnqH3PRHqJtT2PzlBGafR6ushbSwwfJjXUA4K1dgTM8k/TgvinnjrfvQhAZO/AoZYuuRrR7GN3z0MQxwFDTpAf3I8pOYodfsK67q7vQ0QRRBmOCuuytW46vZql1CdNETQ4xuuchTF0l2bNl6jomIdG1CXflfMQ3sbD6Cby5cEyM5V/a/1zIIwJISJS7KnDKE6HYcSi6ws92/IQ5JfM4MHYAAYG+ZK/FmDUMhtIDBB0hGv0zqPPV87a572AkM0LYFSapJHjk8MM0B2fyrgXvBiCSidCd14p1SA6unX0dAL/d9xuyuvWg6Up00pWwdshlrjJuPfNHvNy3no0DGwEr97ljZDs/2PrffGXN1/DafZYIwvovoua7jnQnurmy5Wp89gnPq8JTrJt5vEGwSZS+fQnacAp7YwiA8NuXEH/mEEpHjOjv9xK8fC7OllLG/rAPpX3MCt0aJsHL5mKr8VnycCNpnLNLcTSX4JwdRpBEXAsqLOm6o5BTla4xJI8Nz/Jqcoci6Fj5RluJC8+aekSnjGd5NfHn26ecm22LoOfFAqRyD/pQqkhU3VR0lHEDrRrTr0EA0WvHe3IDWjxLZscAGaxenYIo4D6pmvTmvgkDPIktayoG6Vd70YZTReQdfWxSHtUuWkIGyQnlH8EuWeFew0QudRdEFUxFJ7N3CG04jWdlTYHw45xXRrZ1FNFjm8h9igLOeeVWONYE13zLMNp95VSseIf1vuSptYfpwb3ouSR6Lkku2o2zpBF/wyriGNj91fhqrY2gu2IOpq6gZWJkRg4W6h/HBc0NJUXs8ItWs+i8cRYkO1ZNjImrbCaizYUg2qyelFjhW8kZKIRrC9+BaA8xNYMgyvjqVpAaPoCpTy/yUfjYbC5MNYOp5xje9jurnGTcGJ/ACbyOOCbGcmnZMlrHDhaIPTo6+8f2Mb90fpGxlJHR0NgytBlBEAg6gkRzUeJKvDDmYPQg9+y/m5f6rJ3rpoGNCAj8x8nf4qnOJ3iq60lEQeTmJR/lYPQAGXUi3PWhxR+m3m+VfbSNHZx2rRfNuIRydzkXNV2Moit47V5+t+8u69pjB7lt+618duXn0Qy1SDt2RcUKDkcP8VjHXziv8UKWlC/5u+6RaZo82Ho/cSXODXNuxCUfGykvyecoEHMA5FI39sYQSkf+wZb3MtUBKzQ6/tDOto6CQEEzNbNriJIbF2GrsJigvlMb0eM5lO5oEalG8NowkyrJF7tIvmixYW2Vvrw+q0Tk/j1o+VpMW4UHyT/1wa+0RUC06hD9ZzSR2T6A6LGhxbOoPQlLgWc81zfZUE7qKSk4ZMsYAqJ/3PMRCtc2FW3iXJuIo7kEPakU1WaaWrHwAfKkptCKQfL5jsIh/znN2Kv9JF/uQgo6cc0vR+mKkd03TPbgCNk9VvjfUDQC51hNjm1hD77Tm0hv6S2Ecm3VPmylbmxr6qfcF0GSEUTZKrHo24G7bBauMqsBuaNkBpkRq0NKtPVpgrPOxhlqoHTeJYXzTdPE1DUQBNKDu63wqyBjD1QTaFxLrP1FRNlBLp6XEzQ0nKXNGGrW0m0VRGzuUkTJhqd2BcnujVZnEVNHV9JT1qumI+TyJB7J4SPTv2vKGADRGcDIG1pzkpCBno2hZcaw+yqnPe8E/n5s3LiRt7/97QBcfvnlfOc735kyxjRNzjrrLHp7e5Ekib17LZ7Hrbfeym233XbUucPhMOvXT6iizZ49u+i4zWajoqKCdevW8aEPfYiKiuPL2TgmxtIiyExlBe6P7GdZ+XKubLmKEmcpZe4yPvz0BxlMD1Lvayi0txrLRZhXMp+9kT2UOEtYGF7IX9r/jCRIBcGDjthh/A4rP2MX7fxo+61opkaZy9p5W6o8B1hbczJ2yc7pdWdwx97bmROaS3vsMDkjh4DAfQfvZW31Wkpd4YIXahft3Lb9hximgSRYYZ/J72d5+Qq+vOarXPfw1WT0DJsGNvHgpX886v3QDYUNAz8iq8VYVXUTXls5W4e2cOdeS//Ta/MVrj0ZY9kxXulbz5LypVR7a8hqWb7yypfpTfbymZM+x4Lw0WvdjgbTMEm+2IGRVvGe2kjs0YMW6UUW8Z7WiK3WuqfBC2eR2tZvCRMoOnKZBynkQgw6MKI5K3Q6SUlGdMo4Gi31HwBbXQB1MIGZPMJz0M0Cy9XMapZSTh6CTcLUDat+0mCirlIADDANg9yhCMFL51jrbst7k/k8HwAOCVESrfCwCXKF18pBTmrAW8hzjs8vgjYyyUtUDbJ7h/Gd0YTaGwPDmsc5qxS1J140bjK0wQnVIG0kg7O5FP9ZE3W49iqfZSQN08p/6gZS3nCrwymSL3dZYeBJXvNk0fRxmKbB6K4/oiT6CTSfTqpvB1pmjFysu2AsXaWNJBw+9FwCQ8sSO/wijqW1ZMc60ZUkqb4dmLqOoaawjRsf0wAMlGg3ucQAgijjrV6C7Oog2WPpJEt2L6LsRIn3IspOBFHC0LKW0IBpTFLmmfr7N5Tx+yMgHKXXq81fg5acWpIiSHbc5bOxeY+vB+r/FjgcDh5//HG+9KUvTekruX79enp7e3E4HGja1L6cN910E42NjVNedzqnbnxbWlp43/veB0AymWTjxo3ce++9PPfcczz00EOEQqF/zRv6F+B1N5Zd8S56Ela3hSPLRnTTEhIoc5XxjvnvREDgqpZreK77GR7t+Atrqtbis/u5tPlSqr01RHNRPDYPNtHGL8+7HcGEB9seQDd0zqo/G1myMa9kPtXeGv5jw1fpS/VR56tjODOEYRr8pf0R9o7uodxdxtbBrbx/0Qe5aMbFZLUsv9z1Cx7vfIxYLkpnvJNSl/VQMk2TF3tfoMRRwik1p7KsYjmGaRBylvDhpR9h98gurp19vfWG8nk81VDRDX3abiOPHH6Yjf1/YF7Y8sgORZ9icdlbKHOVF9i9td7aKecB/Ner32H36C5KnaX8+vw7ORRtY++oxah8oef5oxrLZ7ufQTM0zq4/Z0quMZeXsgOrC4bSGbUOaAa5/SMknz6Me1kVCIIV2pRFbDU+Ek8dIl3qwjW33CLPmJDZ3o/9/EkEoIAD7BY5xLumjrH78/0ipel1XyfDd/YMqw702UlhWLsEil4I+QGkN/fhXVVXxK5FM3CvrMHRFMJRHyR7YITES50YSQVtJFlcQ3mEgQOm1XPFJuKcW0Zm7zDaYBJtIIkxIzSt0DsATgmcsrVeQPLZGL1vN2p3DLnURcn1i3DMLEHc0I2pGgQumInotGGvC6D0xon8bmfRvFLISemNiwshWiOjYgKiLGIYGZSExfLNjh7G7q/Ke1wT7F1BlClbfC2j+/6MmhjAEagh1v4S6YHdTPcmXGWzyAxb0Rebr4L4oecBE0PNEl50FQB6NoG3Zimi3YWzdAY2TymCKDN28KmCIXSFZ5EZbSvKbU6BKBOdTCoSbZAP4aqJfiSnHz0Ttd5HPhzsb1jzV4UQjmeYpslAeieHYk+TVAYQBYky11xmBs/BZ58qTPFG4JxzzuGRRx7hkUce4frrry86dv/991NdXU11dTXbtm2bcu66detYsWLFa7pOOBzmsssmSJM33ngjX/3qV7n77rt58MEHee973/vPvZF/IV53YxlX4oV8pc/uK6qpHMfjnY9hl+wMpQcLeUKw2Kc/POM2WsdaKXOVE3QEC8dKnBbx5F3z34Nu6siizJbBzdT4aqnx1vDd075HZ7yTgdQAW4cmyALdiS464tYDeH3vS1w042KcspMlZUvZMbyD2SWzWTwphPpE5+NsG7J20Y8cfpg/HPo9FzZdzAcWf5BzGs7lnIZzC2M/ueLfuWvfb1lctoSbn7mJUleYz6/6Ii7Zxb7In2iLPsn63gEOR9M0BT34bHaqPBbBod5fz4/P/hkZLU2Dv/Gv3lMTq/XYWG6MReFFjGRGOKfhHDJahrv2/QaPzct1s69HFEQ29L3C97f8N2B512fVF3ctl0tcVhcMVcfIFe8S1T7La8oeHptgb2rGRL1lJFPEMlV6EmT2DJHrGMM5J2wRc/LP4MRz7QQvmUNyU08h1Bm4aBaCLBYIPI5ZpYh2CSnkwlQMi5k7CYIkWNMdwRyNPtZK6Iq5pHcPFjxTtS+B/7QmwPLGTN0g9ucjQu+qgeCUMBEgO3WHfORYbSSNFHAUPEbTNAldvQClO4oWyVitvHriVkcRA8yotRbX4krksAe10wqDasNpq77VKRdymkpXDN9pTYz9cZ9136d0WpnIZSq9cYsNm99wBC6ZjbdmGblYL9665cjuUiS7G3ugeNMl2pyEF16BoaQQ7V6iB5/MHzFBlJCdQUTZjq9+NYIoFYylIz+PmhjAHqhGEIQpZRvOUL6TjKHnxQoAUcJbt4LMyPQpjwLyhlGQnZhatvB3fkIMdSLa4CxpwuYtQ3J4C51YSudfjuya2vnneERaHeXF3v8kkismfo1m29g/9gizguezrPydf7eE4L8azc3NLF26lAceeKDIWEYiEZ5++mne//73s2nTpr8ywz+OU089lbvvvpuurq6/PfgY4nU3lgvCC7h56UeJZCOUu8sLD+4jsaH/lYJKzjgM0+Bjz30EzdDYPbKLDy29uej4SGaEf3/+E6TUJGur1vFszzPIoswPz/gRtb5a5ocXUOmt4pSaU0koCeJKjDPrzqYv1ceukR1c2XIVuqHzcp/VSzOn5/DavWwb3MrjHY9xbuN5DKYm+itOkHmm/xBXVq5iZeUqfrnrf+hJ9tCT7GHf6F6WVSxn9+gDaEaGRWUStT4nEiu4quUTiIL1ETxy6E+80v8y180+esf6T530mUIY9rbtP+TZ7mcocZbyP+f+ClmUefDg/fzpkCXU0BRoYnXVGhyTyA/j4g6TIYdclP3bCrRIxpKYmwwTbLV+vKtqSW7sQe2JI7hkAhe0kGuLkN4xUOSZSSEnsb9YD0Ytkil64JuK1a9SDruJPLAb0S5jq/QS/dMBsIm45pThO70J0Wndj8g9k/JXIriXVOFaVEnk3l1WCHXS3MqhCKlXuiZCuAL4Tm0oHNfGMmhjWcuj1YutkJnVrebR45fyOywJv5SKqehWmDmuIAYcFht2EtSuOL51DWQPjqBHs3hPbSQ+lrGMpTIRQZGDTrRIBrnKhzaQQPI7sNcFLCZu0Gpp5phRgtIdK7QyEz025LAH3+mNYFBQBYK82Puk9xF/8hBl712Bv9EyYNG2Z0kP7oWebVSseHtRv0pBEAs1l76G1WjZOGpyEFfJDEKzJzZ+AKFZ56LlEnirFuGrW4GupI5aijIOXU0XQq82bwWy049o9xaFXK0Pb1ICGatGU89Gp51TsrvQ9JylFaumybS/xGRvOBftQnYt/KvrOh6g6Cme7fk6caX3KCNMDkatRtfLK9597BZ2FFxzzTV8/vOf58CBA4X84kMPPYSu61x11VVHNZbJZJJIZGqlg8PhwOP52yU/HR0dAMdVCBaOUc5y3Pv6y+FHjjompaamfV3LU82f6nqSC2dcRFNgos6rbayVSNZ6uByOHy6Mv33Pr/ji6i8D8LWXb6E93k7AHiDsCnPH3tuRRYn/PPW7NPgb+fXuX/GHtgcL/QPL3eXctv2HRLIRDo4dYG7pvML13rfw/XTGO7h85hU81PYHHu94jItnXMrGgQ30JLr55IpPMa90PqfUnsKLvc8TdpZS77dyKjMCZ9A29gSGoFHqEil3pQqGUtEVfrHr55iY5PQc3z3t+wD0p/r50vovICLw9XXfpMJTwYV5cYNxDz2pJi3PGpk6Xz0CAjbRRpXHCucsLV/G19d9A83QWF4xfWhEdNmwlYtIIVcxoxOrMbS9IYjPZSPyW0swPfl8B66FFcUhTAGU4Ykcnb0ugHdtPdm9QxgZDe9aq9ZUG01jpFQESSLXHUMbzn/uNtHKT45/7okJYpYgSyhdMUzVwH/hLOLPHsaMTFIRMiC5vhv7jBBqbxz/mTOw10x4GmP37ymUWIxfSw570MZl/vKkJdFjI/yupYh263MxDZPhn75qteE60vMUrM2B0hcvNKyOPrCnIK5g3TwB7+o6EnmiT+CyObhmhVGHUkQe3IMcclH6rqUIgoAgiRgZFanUhZFQcC+vxogrCLJoletMgmthBepgklz7GGZGw8xqKD1xnC15wYy8VyIIQiE1cCR0NcPwjgcw8ypbmdFDHPloGs93juNIQ5kdbSc9tA935YKCZyk7fPjqV6HE+/E3WB5q6cLLGd7yW+u4uxQtPcKRsW49d3TJxcniCePdUMBE9oQRRRvOI/ptHq9ojT72VwzlBA5GH6MldD5++xtbcnbBBRfwjW98gwceeIAvfOELADzwwAOsXbuW6uqjr+3973//tK9fccUVfPvb3y56TdO0gmFNpVJs2LCB2267DZvNxsUXH19CLsfEWAIMp4f4Y9sfj3o8qxUXaU+X39w7urfIWC6rWM5ptacTV+JcP/sGvvDS59BMjU0DG3mo7Q90J3roynuBMSVWaP2lGtA61kqDv5Gsbj0sBAQ+sfzfWVu9jv/Y+DUi2QizQ3O4quWawr8vab60cO1PPv9xMlqGew7cXTBcT3c9xbzS+cwKzeZX593OE52f48muj7MwfD0NvjO578BzVHlyVHgkan0rC3PZJTsLwgvYNbKLpeXLCq9vGXiVobTFPNw2tJXzmyb6d9689KM81v4oS8qXFDzGlVWr+PHZP8Mu2ilzT9TtLS5bcvQPJg/BJhF+xxLGHtpnEXzGP5e9w6g9cYbndJBuHKK6cwGGali6ruPrbwjiXmqp5CiJKHK5B//pVgjUXuUjvWuQ8URhtnUUdBN9LEPi6UPY6wMYGQ21N8HwjzfhWVOH7+QGPCfVknjSKmQ3FR1tJI02kiazd6jIqxJcNqsRs020FHPqAoUymALkvMEYd0ZUA3utf8JY5mGkVMYe2IOtwovvzBkIooChWkbSzGjFqT0TsruHyO4eKnrdVA2c88vIHR5DCjpRJ5F8Yg/tR1tZi5FR0QasvKdzThjnTMvIiS4bZe9ejqFoDN220SI/DSYJXjaniLEsOmSCF81GHU4RfWg/otuGvX5icxBoWofdW47NEy5qkJwd60JNDuGpWoCejRUMJUyEWv8ejLU+hakrKMkhKk96Z+F1X521KdOyccZan8buraBk7kWoqWG0bDxvLI/ANATAaVEYJ1A67+KiPpvHMwxTpy361GscbdIWfYJl5e98PZf0N+F2u7nooov405/+xKc+9Sl2795NW1sbH/7wh//qeZ/73OeYNWvWlNfLy6fW/7766qusWVMc0m9sbOSLX/wiLS0tU8a/kThmxvKeA79jIJ2XGkMo5DFt2FBRMY7caZo6FzReiCAIvNL3Mn67n9NqTy8aY5fsfHLFpwp/f+fU7/LJ5z8GwDNdz9Aen1oQ3hxopjHQxCk1pwDwjnnvwi27mV+6kBWVK4jlYuyPWLmyal81LaEW/vPU706Z54y6M3ms41HOqDuLw7FD9CS6ObPurMJx1UgzlrNyo/2p7ewd/QNLynPsHNYZSs3ghtkXFc339XXfJKkkigQW1lSv5bmeZxEQWVW1qmh82BXmrfPeNmVdNd5/XDNTsElWQf448mHLUfkwOyofgEoQwzYWLX878cdaUVIxBKeMa0klqc29OOeE8ayqxVY1ETKMPdlmdfCQRcpvWolnRQ1KZxQjpYIO3nX1iF4HI7+wJM2UjjE4uQHPkir0SIb0lr7iRR4ZRs3k81uqQeplK1eWax2l9MYJ1abABS1Efrer6Nzc4alhIiQBtTeB2pvA0VKKoz5Y7D0fjZA06XVbQwDTMDFzOlp/Eg2sjcSuQdAMq83YpFKa5IYenDNLMXWDzL5h5FL3hDhCNIvan2D4F5spvXFxoSyncK0yD2XvLRbKAIvM466YW/SanksS2fcImCZaZoxgy9m4KxdY4VrAmxcHeK0wTbOg+Yo5/Y1JdG4gM9JKZmg/5cvfirOkkeHt900dKIiIssNS7XntK0DLxN40xjKtjpDWptkkHAVD6b2v42peO66++mruu+8+nnrqKV588UVCoRBnnXXWXz1nwYIFr5ngM2/ePD71KesZbrPZqKyspK7u+FQ8O2bGclZoNk92PkGJs5TFpYt4tvdZZEGmwl1BT6pnyviwM8xVs67hsy9+mrHcGGO5MZ7ufgpJkFgcXkLIGeLxzsf4feuDrK5cg9fuYX3vS8wJzUE1VC6ZcSm35ctHJqPEWcpHl3288Pdd+37Lw4cfYtvQVu45cBcDqYGCl5tUkhwNH1h8E+9f9MEp7NJxOCQfy8rfRX9qO7WekxlO34oggFMSEPFNGS8K4hQlolJXuBCSPVaY3EjYd24zuT3DSIkhyyAI4F/aRA+bEc4R8D9fQq47RvyJNsyMhjaYpOJja4vmU8fDrLqBIArYKryE37Oc5CvdSD4H9toA0T9NKPRoiRzqUApbuQf/mTNQ+xOFWs4i2CwmqxTIh44neXfj/TfBMoqJFzoKhlL0OzBzekELFrtI6fWLUEfTxB89WHhNLnWjxbJTDeQkhaPpIJe6C/qz1nhL1ci9vIpca2SKALyAidIbJ71niOyOARAFwu9ZTunblpBc30l6az/oJtpoeoqxfC1QEoOMHXjc0mIdVyUa67LqmJtPs/KchvEPNFE2LWaqlp0i0j4O2ROGkVYQJOIdGwi2nIm3djmJro3YfBVkhg4AJt7aFfhqlzG4+Q7LYI6TW45g0AqiDUdpE9k88ehov73jEYb5NwhkU8a/Rk/7dcbixYuZNWsWv/nNb9i/fz/XXnstdvu/rilEIBBg7dq1f3vgcYBjZizPazyfxWVL8Nv9fGm9Ff/WTI1qXw2KqTKSGcYje0ioCSQk/uu0/+abG/+DkTzpR0bml7t+UZgv5AgBAgklzpNdjxdeH8oM8ctzb+eTz38MzdQ4ve4MMOHlvvUohkJdXqf14UN/YiQzwr6ItYM7HJvwQueWzGNp+VIunjFRsD0d/taPdXboQmaHLuTH27+N32kiIaCbdi6dORHOHUwN0ho9yEmVKwvhVNXIsHvkfuySj3kll097HXUwiTqUwjUnjGD710h+Daf3M7iildCT5Ui6DTOhUHLdQvzRFjyReowyE83M8Ur//wNgQfJiyrLNmPk8nVwfIPFSJ6JTtjqHCMIE6cYEUzcRbFYY0X96E9pImtG7dxaxcM2kSuTeXfjOmoERzWKfWTLVWIoC5R9ZTe7AKOmdA+ixLPbmUKERs712IreWeL4DLa/2gyRgxHMI7klfe8Vg9M7tiF77RBpNNxFEgcT6aYhcf8VQAgVloXEIkkj2wAi2Si9l71lO5J6dKHlJPNfiSgS7ZBGrJKEwf+zRg5TesAjvKY2FOaarr3wtSA8dQM8lrH6RNg+mmirWaZDs8A98fQRBLHQmcYWnD5f5apdhqFlSfdvIjraRLWnAXT4HV7g5f3wFCCA7A0T2PVrwLEXJjjEpLSOIMqahYRoqei6Ju2I+ktOP3X98lFm8FrjkEKJgwzD/ukLROLz2qSHLNwpXXXUV3/rWtwDL0/y/imNmLAEqPVax8wcWf5Avr/8iGT3DyTWnsClfLpJQE1zSdClvnfd2XDYX2qTdlUbxzmwsly92F22FJs1gebBxJVbIIzokB+9d+G881/MsAFuHttK7oZeNAxsACDlKqHBXMpIZLuRIe5O9DGeGWFK+lDklxeEssEJQbdEnUI0Mc0ouLhB1AEazhxAQGUrvZiRzkFnBKzBMBSlv8BySzPc2/xdfW/cNarw1/PvzHyemxDij7kw+vvyTABwce5T9Yw8D8OrAfi6Z8T4G00N4bG4a/I0YaZXRu3eCZqAOJAqKL/8MEuogT3d/BdOuUz1vIbN3nYmRFxCQg06qg1ZYpSvxSuEc18wwQmRCBk4fSZM6ZH0uUsiFs7kER1OI3KEIUshZ3N8SSG3pLQgSeE9pILmxGxQDM6sRz5d5SCEXtlo/ejyLEc8XuBsmyRc6SL86EaJVOqP4zpyBNprGs6YOI6MiumzI5Z4JY5k3dGb6iPwjVt1i4TXdROmKTdScgnXMJiKXuNAGU0cNyQrOie+C78wZpDb3Yqo5hHzvSs+qOpS+vYguG9619SRf7LAG62bh+mp/AlM3EO0S/rOa0ZMKsUdbkfwOvKc0/F0elbt8FrmxdiRHAH/jGjKjh3CVNv/tE18DbO7SfBuwo8MVbrYECgRpioDA5HIPdTyPKYjFjZ1FGcnpL5B8tNQwZQuv+Jes/1jCJrmp962mI/7iaxrfHPjroc5jicsvv5xEIoHP5zvu8ojHEsfUWI6jJTSLuy66B9VQcUgODkQO8Od2yzj8pf3PRJUoH1n6UZr9M+mItRfpyoqCSI27hu6UlZ8yTRObaEfNK/ksDi/hGxu/zgz/DBoCjVw/+wYckoOl5cvYNrQV0zQKhhIsdSCwemKmtTR20U48TwR6puuZImPZk9jE7tEHCNjr6Ug8D4AsOpgVsog3fcltPN/7TSY/iTcPvsozXQkubFpMyOlg88AmdBO2DL5KlacKWcwSdonsj+zjwYP3c2XL1fjtNYCAZhg81bmencMDtEXbkASJ/z7t+zTY6ibyRH/D03ktME2DF3u+g5lXWXE2leJ2106wKyeh3rcGsfpToENZ5Rx6SzchParhyHmLSjckrxWqCV05b8ocuc4ogk3C0VxCZvcQUtCJe2kV9ho/Yw/uKWimgqUEVHqD1UJt9O4dqPmOJAU5vjwknwPP8mpMVWf0tzvQRtK4llfjXlxpEWpiOex1AbJ7h6boxUoBByYU1i+Xe7DXB3DOLyO9Mc9eNAHFQBvJIIWciE7btOFhbSSF4JJxzA4jlXsK6kBGvmWZoylE+Yes3qGCLOJZVUtmd16hZlwkQTcZvWsn/jObsNcGSG3qIbvPirCIbpv13hZWYK/562UcYHUgqVjxjkl/V6Bl46T6d+MsbXrdc352XwUVK98FCIjS0ZtcB1vOIj2wl2zkcLE+rKEVdWRxlv7zG8M3CrNDl9AVfxljGjWjyQjY66j2LPurY44lgsEgN998898emMe4ws90uPDCC7HZjv49OJ7xhhhLsIyeQ3IwnB7Gb5/40evovNj7Al2JTjrjnVPOM0yDpDZRZtLgb6Aj3gHAgtKFHI4fYiQzwkhmhC+s/lJBiecra77G3fvv4v4DVo/JgD3AeQ3n80Dr/VR7q/n3FZ/h5b71bBnaTFJJYmJyZr21u3ux9wXu2PNrzqgXEIUEkWx7fndv4pSDhbVktHHSiIlD8pPT4/Qm89R8Lcxbm/6NPSPfJqtnOa32dBR9lPOa7JhIbOwb4o69t1Pvb+CkylWcXfdNvrj+FuJKhpq84dFNnZgSQwo2U3LdQtTBJK4Fr13uK61FeLHnOxgYnFrzGTw26960RZ8kplibD0mws3TGu9g0cBv6zgwL919LyRnF3nW1Yxmjt2/nxZZvMVzdhuMUL2ueerdVfiOLhK6cy6BnHwODO5gVvBC/oxpD0Yk/3ooWyaANWZ9fyVsWUfHRNSAJCIJg1R5KE6o6gseO6LWT2tSDZ2UtgfNaGLlzO2gG2nAKx7wylLYIgkOi5GqrJZWeVNCGU3gVHemlLhKbenCe34Kxvd/KCU6C4JGRfM6CSAJY4uolNywk+UIn6W39TIFmoEey6EIWwS1bXuok6PmSltyeIZRJUnjaUJroIwdwzg4XbULUwYnvsr3Gb3mzpiWVF3uslbL3rsBW7YMtlqFMvtJtlYp0xyh732sjUWTHOi05O9PE5g5ZEnfZOOmhfZQtvuY1zfHPQHwNjc8d/moc/mqih14gPbALZ2kz2VErNeJrXIuWHMDQlKI+l282lDibWF11Mxv6bz2qwfTaKji19rNvuCjBP4Mf//jHRz12xhlnnDCW/wh6Et187LmPouhTm1t2xyeUYSazZwH8dl/BIxxIDxTCp9fMupaMnuHg2EEWhhciizbu3HsHLcEWNEPj3gO/K8zx/dN/SNgd5spZV7N7ZBcb+l9h9+hODkXbAPjNBXcX2nR9b/N30U2dXcMyi8vt9CQ09o2afH3dV6n1TbAumwKnk9OTDGf2kVSGWFh6LXYxQYX7MG+ZcyNeu5evrfuPwvih9N6CNxdwWPWR5W4rV1Hmnsm3TrmVrngns0vm8PChh/DZ/YXSEnuN/zV5FmAVQ9slD33JLQXlkN7kqwWPePIPc0n4RnoTr9Jd+SoA3vYKSrCMpRbNktk9iBx2o8eyqDbLMGj2HKZgYKsJErpkDobb4KXW/8ZEZ+TQPs5q+RracIrs/mI2oNI5xtj9e5DDbkquW2D1uZxbRnpbP7Y6P5gWszXXOop9Rghb2IN7RTXpDT0gi+T2DuNZW4dv3YQAgRxyYStxIfflxdh1s1CCUoAoIPnslL5zKWMPTDRg9p3bjB7JkDs4apW4FCYVCF0xH7nUZdVdgpWDTR+dtGGqBubk/KVuFETTKz6+FkEQMA0TQRKQgk5M1cB3ehOYEHusFW0wia3cIvS45pRhr/Ej2CXG/rAXtTuO6LER/ctBXAvKLdbudJ97chhBlIgder5Qx6jEehAnlZMcbwg2n4qrbBbRg09gD1QTmnMhkmyH0sY3emn/EjT41+GzV7I/8gjdyQ0F4o9LCtEcPItZwQtwyK/td/16YNWqVRw4cOA1jf3Nb35T9PfNN9/8d3mgr/U6xwveUGM5mB4sGEqfzUdCnQhrlThLuKT5MobSg3TGO9g9OqGe0pnoxCE5+MjSj/FM11NsGdqCLMo0B2fid/iZHZrDr3b/D9/a9A32R/YhIlLpmSAD+O1+Xux9gT+0PchptWfw8OGHMEyD8rzo+qzQbNw2N3/OiyiMCxbsHdXoiNpI5xVKcnoxO1EUJOaWXMrOg3dhYtIafZyrWr531Pdf7p7HwtJr2RP5PXNKRa6d9b4iqbsSZ0lB1q+gP/t34pX+W+mIv4DXVkFKHcUpBbGJrqIwT3PgbGyiG7vkocqzhEjyEKImY4oGvtTEfYs9cgC1P4HgkPCeXM+ikasZqNxPsK0aR00I/9nNSF4HgqnjMoOkhVFcCT9K+xiOWWGrzZWiW5qts8Io3TFMVUftT1hsz0of/rObCzWOI7/eWri2qZsYio5yaMyKcueF0tX+JKZpog0kkUpciA4Z77kzyf5mB7JhkpOKRQJs9QHU9ih6LMfwL7dMCLvbRJTuOLl8uNO7to709gFLgF0zUXpjCC4Z76kNpHcOTmne/DcxrtHudRRyjvEn2sjsGkT0Oyj7wEkFJnLpWxahRdLIYQ9GWiW9cwB7rR97bYCSq+ajDqcZ+9M+1N4ESmeU8g+unHK5zOhhxvY/CoKII1BXMJaCKBOceRZ6Lo6zpOnvew/HCNmRgwVSkpYcQgr+/TWgxzNKnM2srf4oiv5e0toIIjJee0UR9+EEjj+8oZ/OsvLlvG3eO4jloiwKL+Z3++9iQXgBTYFmFoYXFQrrtwxsLjKWADk9R1+yjy+t+Qo7h3fyXNfT/KHtQd467+188aXP0ZuaiJnbJTsn157CfQfuocJdwRUzr+K3++4kqSZ55NCfcMkuUlqKoYyVOyp3lbO+9yV+tvMngMW8HcuNISCQzosYzAjMYEZgqnLIntHdDKVtlLkVan2rphw/EkFnY2F3qRj9GKaOKPxz7FbTMAsP3r6kpYubVC1xA4+tjHMbvglYrNuO+IuUOJtp8K8rnB/yzOCUXR9GHUoQWjzRRmecvCK6bLhX17Ch+38Yzuxj2dp3URqy8orqUJLMrkHOaPwCw/t34mkPkch1WJ6aXYScTq4nhmtJFa55ZWiDSeQyD3K5l+zhCLG/HLQ8zavm41lVa/1d6cMWdlvCBPlSFLnKi+SxY28MEn/yEJkdA0ghJ+F3W3WHGZc8pSYT3cRW5kHtjCHYxOIOKKpRMJQArgUVuBZXMvrbHRgJhdTL3VYdp+0o4uuvEZ5lE5sPJU9uMuI5cl1RHLUBBNnKZY57ldFJdaqlb1tM8sVOJL8DucSBmlCQwxPqPqZpMHbgcZR4P85QY/5FA3fFXALNp4IgIIhykVDB8QhX2Syyo+1ITj823//eriJ2yYNdenPUiZ7AG2wsBUHgmlnXFv5eWTW9cZkRnMG7F7yXJzueoDs5Qee/a/9vWFO9hlf6XuaZnmcAqHBX0JcqLmRXdIVrWq6h1lvL97Z8l5/u/DF2MZ8HROdjyz+Ooqv8z65fMJaLEHKGcEzKs1zafBn7IntZWr6cew78jkQuzjWzrpuWlfinQw+xoT+KCPz47JOnfT9D6SE8Ng8em4dqzzLmllxGf2o7+8f+RCTbxln1X31tN/AIGIpO5O4daJEMwf/P3lmHSXbW2f9ztby6q917etxdkkx8YoQYUSCCBgmwaCAQYNmF/S277LKLZXdZJCQhIUqUuMxMZiaTcfeZdpdyu/b741aXdPdE2ITI1HmePJm+9d5736qurlNfO+fimTinlbOo6uNs6v3vTI1EYFZZTuF/a//vORp6EUlQuXTKf+OQ7PlPQRAoWz6L4EN7Se7ux7OoFjNlkO4MgSTgWlBD34ObGJhnizd0Rl9lRuBCAEJPHEQfjCPsk2m+fhWDe22xAa07gjqplHQkiCAKBB/ai6BKVH1xBdFXOhj49SbMiB2xax1h9KE4rtlVKA0lYJqkeyIIHgXXghr0/hj+c6cQfOIAqcPDdmMMYASTxLZ1E33hmK0nu7weM65hDMXRR5JIfgfxV7tAgMCVc4ht7LTPnwCxbd34z5yMVObO7sve3PGJUm2xlYyshE74haM5w+Y8uOba2YvU0cKZy+D9exD9DiquX4joVmxhA91EGB0pMUyiGzqy+7Vmt2LNTyPPzJUBjGQkW+fT03F8jcsQJFsO7r00k6j6aqhe9rHXX1hEEX9DvOvj/t5YL1964SZSE9Q1RUTWd6/nyVbb3schOjg8crigvgnglJ3IkoIs5p6uQ3JkvTAPBQ9z3azrWVC1kHv2/ZHHjj7KSx0vUuGqJJwKoZkaN8z+ON9f/z2ckpPvn/EDpgUmbqE+veEMtvVtYWF1M6UO+1tjTBtgfffPUCQ3urGIn2/7JaWOUn5+9q8odZSysPI6+uJ25Nyf2Idhakjimy+CG8Nx9AG7TpY6PIRzWjmTS84kmGrlwMgTTCs9j0bfCgbi+1jX859Y2aHvCeY4uyJggRFP83LPf9Jr7cC7vILF664muroVSzBodiwjMnuYeeW5JhGpxJlx53Ai+RzINV703iii30HJxTMgZdhNOtgydpGX22wCy4coIPodaAMxhu7akfOmBKRyFxXXL7TVhkZ9KHUTqcyFXOayiRLAtDtkvSc3IaoSlmUR29BBtD8z9mFaBD40m+CTB23JujFI7B3AvbB2nCTeWCgNfrTuCKJXReuKEA6mKPvQLJQ6X4Fs4OjLPHjnDtQaL+rksoLjWHaEqQ3FSK0fIr69xxayH5WxszL/iQKCS8J0x0DVsYxcg5Dk9OOsmEo63IO3di7OskmvufciiijijeNdT5Z98b4CoszXjL1hzsd5LOOyAXDrSd+nxFHCi522f+MoaVa6KjkWOsqp9aehiAqSIHFg5AD3HrgHWVQ4J2Nb5Vf92VRsRItka6hPHHsCRVSyou2dkY4JyTKpJ9nUu4nzW6rxqF280PF9PtjyM46F1zCYtIvZsbRd6wqmgvTH+yh1lPL73b9lQ88+Tm+oZUXNh/4qogSQq7y45lWjD8ZwL84JHS+u+jgLK6/PpnePhddkO3dnBi6l2X9KNqocShxCFBT8i+rQh+IEA510swUECJf3MjKnB2eriy2n3QeCyamJr1Fu5V4L76lNGLE0Sq0PQRSouH4hWn+MyEvHiG/qxndaM74zJhF+7ghSuYvErr7xT8S07IhwOFFAlADGUILh+3dTevFMvCc1El1rd0wbw4kCsXTBJRN5/iixLd2IioQRTFBy0Qy8pzUjeVXUhhKiGzsKiFKqcNn2Y7otVzf4my2F85QCeE5qxIgkSe62U7ZKtYeSi6Yz+N92BG2lE4SePkzJBVMJPXUoO+qSfWrBJMlgEvfyBttxJJhRCVLs1KsRThV04WrtIcRSJ5gW3pMaKTl3CoIskhgJoCeGszJ1yaFjBI+uxlHSQPXSj72nIskiingv4F1PlvMr5nPdrOvZNbiLueVzuXv/HwFQBIXNvZsYyhDYJ+Z8koUZH8rfnPc7tvVvY//QflZ3vkRbpI1/ffXH/Pq837Ki1m49X1qzjOU1y6l0F/pkXjn9ajb15qxnZFHh0imXcmr96azpXIMiKiytWTbhXtd1v8yLHc+zqtmBR5WI6YOY6NR5FnNg+HEU0cXCirMIpTzUexuZHrDrgc+3P0c4rbOtP8S5zf8HbVdRoOSCiSPe/Dro5JIz6Y3vwKfUMa/iKmTRVg7qjG5ibde/IiCwqvEfqbxsFg6tCuGIhCUYYAk0nX0Gh597Al21ialz13rEF9JUfnop0Vc70brDWZFwI5xErfOTPDCI3h8j3RbENacK9/wa3PNrsAyTkYf2km4N2q91rRfJraLU+1AqPMhlbjzL69EG46S7w7btlWlHveHnjuA7fZIdMb6cSc1napRqcwkg2Bq0wWRWmCf81CHKPjofucyN1h8juqZwNMl/5mTCa1ox+mPjSBoAC2KbuhDkXNNQfEcviZ2FhK91hYnv6KXkwhmMPLzXltYzLcRSJ+ZIEqnUiVLuxr9qMpHVrRjhFFbaQOuLonS7x94VR4MftSWAUpWrb7mrZhSsifXuxkzHSAwcwN98EpLDS7xvL/H+/XjqFuJ6jzhzFFHEuxWCZR1HBfldiHv338Mf99tWPy7ZzZXTr+LOvX9gRmAGc8rnkTJTVLuruffAn4hp9ujAqNjA/IoF3Dj/M/TH+1lavWzcN+/BxCCljlJkUeblrrXsGtjFqfWnMqt8NoIg8K01N3NwxI4Ov7rk65zVeDadkU48ige3IrNr8D50U+VnWx7DKetcO/sUZpevos6zCMM0+N3u/0USN+NSQlS753F24/ez93786GNs7n2QGeV2Sm1p1Y0kjRFaSs7Cq/xtZK86I5toC79Me3S9vQfpkwwM7EMyZWp3zSLi6McXqabp784h3tvPhrZfYKTSzNp6DormwjG93G5EycPh2WvpadrDpIMraDy6CASo/vLJWXm+4Qd2F6QqRZ9K2UfnE3n2CKJXxXv6JKyEhmVYDN0+3pFdUCUqP7cMrSdC8IkD2VGOik8vAcMiur4dpd5P8uAgWmbm0bOsHt+ZLST29heYQStTSiFpZhWFsnvyKJhJfXyz0BuAVOYapwU7Ct+qyYgOGdGnkm4PEXulA8Ep2+4mkoBnZROxl9sKnKzKbliI5FGzgg/5SAweJnRkNWpJPYEZ5yMIAj0b/gfL1JGcfqqXjBfdL6KIIt443vWRZT5GJesAvnvS95lXMY86Tx1t4Vb+lDdDmY+4HmdqyVR6Yz18+YUvYWLiV/2c1Xg2Fa4KFlUt5vY9v2dz3ybcsptVTefwibmfojvaxY6BHcwsm0UkHckSJcCB4f0ICPx0y7/hlt18afEq2iPPA/BvZ36PgGMqbiUXIWzt38JjRx/j4ilOQCSUKtQcvWjyxcwsc7Kp79cAbBu4A8NK0RffzTlNPwTszlXT1N6WGayhxCHWdv8rADXuBVRbswm+eoS2eba0ndPvprp7Ju5Fdienu6aKVTU/5OjW5zg24xWahpfhIDNoL4u4l9aT2NFDZ8sOLMmgq2WnTZYWJI8M45pZidYXHafCY0bShP9yiHSHfTx1eBgzruGcU1mwbrTGZ2kGmBaCR8kSpVzjRQ7Y3Z7O2ZUk9w/iXdFAOH4MM5bGMbWc2NZukoeHbNPnlAGSgKOxlOhLrQW3kWs8VFy/iHRniOATB7GSOlKlB30MoR4PRvj44yWpg4NZjdjSy2dR/fWV9N2WyWgYlh1t5we3skjk+aNoXWHcS+vwn1UYKboqpiJIKsHDLzCy/ykCM8/HEWgmOXQEZ6CZIooo4v+G9xRZntd8Pvfsv5uzm1Yxr2Iejxz+M7/d/RskQUIURExr4k7Fw6HDBT+H02EeOfIwAE7JlfW0jOtxHjv6KAFnGXftswduA84AH5x8EQsqF7J/eB9TSqZy+bQreejQA9lznjj6EvMqwbIkSh21BUQJ4FUTLKzysLU3xcn1zeweiOOQnuDClpxN15SSVQiIKJKb7QN3EtMGiGlDBFNtKKKbp9q+hW7EOb3hFmo9C8c9R8uyXrdO1RPbkdGrPb+AdNN5TSK1ngVM0c9ml3EnWCBYIo6EF7nJg3/VFPRQEjOmIde62Oz9HYZHIzU7yfxHPvRFZwAAgrtJREFU7OciOGX8pzVjDMaoOzaX7pZdWIJFyhHFkfJm9xp65nBWsk+qcGEM2r8DM6HZij6qbM84AskxESsiYGDvzymj5z2e7+sYevwAlmar/VR+agmWZWHGNIbv2WkvyHSaSqVOUvnNOCJIfieuudX0//cmLN3MWoHpPREEn4oVTU+oD+ucXYmR0NCOBQvJzqPAqBuKJCDX+7JkGfzzPtSWAIIkZC9pJjTbAFozcEwuQw44s9F1gWZtHuJ9ezHTMZLDR9ETQQIzzsfSU3+Fo0gRRRQxFu8psvzQtCv40LQrsj+PiqUblsGtK75HZ6SDP+y9/TWv4RSdpM101j9Tn8AFYHpgOpIgYVomNZ4aDgzvZ8fAdgDqvHX8YtvP2DGwnRp3Lb3xHnYPRuiMCKQMePrYV7li2lWc03wu/7b5X0mbYeZWdDGr3OK0+uVs69+JV02zc+APnNW4EldGLi+uD9ERfQWXHOCshu/zxLGvENcHeLHjR5Q5p5A27EaRgcT+ArJMGzGe7/h7ouk+Tqv/JiWOBtoj66n1LMSn1JE8MIjoUrDqBdZ0/jMmBpF0F6fUfSV7jd74ruy//WoDSpmH3hn7QbBnNnesfBhBFKlunc/QyEGcCR8rDnwGZ00pMXEAr1qN2lxK6uAQSrkd1fnPmULZvql0STtIukP01x2ieeRkXDMrCT62PysxJ1e4KfvYQobv3IHeH0MfjFP28YUoATeDd2yz632aac83mhZqS4B0ZnzCMbvSrnkeHcm9Hu0hzBG7MUiu8qJ1hZEr7VpfYnc/0fV5Ub1p4ZhfhXY0iBbLa8Qx7TGUyHN5fqiifRzTQhQFHMvqJ+ziLfnAdLTuMMPHglndXqnUCYKQsw4zLByTyrCSBontvWBR8BwAjIE4ytL6AjlD/3lTSe4fxLO8AVNPYhk6kiMnjOGunkU63IPqq0Z2lSIIAkKRKIso4i3Be4osx+LqGR/GITmp9dSyovYkGn1N/HH/XegZU9qxMnkASTNJo6+Rjogtpze/YgHtkfasFZiIyNHQUc5sOItVzecyt2IuQ4khPIqHmBbjhfbns0QrCAJexUdUixBM2fdJ6CPcvud3lDpL2dy3CVWCmWUeJBGOhrbS6BexX3aLPUMPsLT60wAcCj5NT2w7AI2+k/GrdYTSHSSNIN2xLZQ5poIAzb7C2c2RVCvBlN2o0hndyK6hexlMHMAlBzgv/A+MvLifwapjOFdWIQkOTCuOKvkwkzqWZiD5HFS753Jw5AlUyUep007ZlbgbCVldiEiYgg6WQXdqC7gh5Y7QtXEzi3Zcjn4SNDafSih1CIB0W4iRB/cQuGIOkxaexeHWFzESKcoGmnHOtMclUsdyxGBZFvFN3Timlmc1Y5O7+lHPnkzpB2cQefGorbGamW808pRzUgcGx9USFadM+rZXbTuwgBPPyY14T2kieXSY8FOHCt9AFqR2jh8bGQu50o0+Es9GikYohaOpdDxZmhapo8Oke3PE61pSZ9uR9UcJPnEQI5REqfOh1vpQ6/2YsTSpQxPPeqZ7IgVkOdoYpSfD9G25C0tP4W1agb/R1oh1BpqpWf6J130+RRRRxJvHe6rB543gtm2/4qm2vwBwduMqPjzzo9y8+uuE0sEJ1ztEBylz/AwnQIO3EZfswik7mFcxD8MyuffAn7KPfXLup3DKTv5+/feQBBlZlIhmGotK1QBhLYQsyDhkjUqXSJVbpKU0NxayrPozTC09F7BTpGu6/gWn5Oe85n9GFhzsGXqYfSN/BkBEwUSj2j2Xsxv/PnsNw9TY0PNzolofJ9V+gS19v6M/sRe3XME5oe/xcvQ/GK5uBaDaPZfppR+g2prD8B27sJI6pZfMxDm9grQRRRSUbGesaRls6fkthyPPZu8lCU5kw4FGHFPQmbXtPKY2nZedYcyH0uin9JJZSG6FdHcYM5LGMb0cQRCIbmgn+nJh3TZw1VxGHtwDpoVc7SFw+Wwkr4N0Z4jhezKR7xhbLQSQqjwYGTFyscyFp8qDtM0WTE/IIilVQmnw2Y07b0J4Ryp3YgwlM/92YwwV+lRWfG4ZxnCCkQd2j6ktCnajTlRDcClUfGwhks+BmdDo/9VGsEBtCVB25Rws3WT4/t3Z5iPBrWDFNQSnjFxhd8uOKvnkIznSzvDex7I/+5pPwtew5I0/uSKKKOJN4z0dWU4EVybtJCDwoalX0Bo6No4oS9QSQhkbrnyiLHeW0+Rv5sDwfuJ6nM5ojgB2De6iydtEvbfBro+aBhbwX9t/hWZqaGiUK+VZsgym7ehpftUCBAwa/PtwygJpo4pLJt/C/uE/s3/kcVxyGfXeJdR6FnD51N8iCjKSYBNqlWdOlixHBdf1McQuiQqn1n+dpB7icOg5ZgQ+SLP/NGrc83BPrkI7kFuvm0kafMtJtQXtrktsZR3H1HK0HWHb/3GW3UwjChI1vgUcjjyLKMicUf8dypyTCfd28Gz0ewCE5vTjmdtI8mBGIF0kOzyvdYQZuXcXFZ9YjFpX2JTkWdFIdH1HNk0pOGWkMqft7/hyG3pfjIH/3UzljctQG0rwnj4JI5Qk3RrECCVtUknpuBfbUZuZ1tEHE4SeOEBk3wAORUTAIiUJYFloHW+sIScfRjD3uhlDcVAle3Qlg8H/3oRU4QaXDLE8QXXdysroqc0lSD77y0fy8DCCant/mrE0ZlxDG47niNIhIXlV9LgGpoXWGSb0xEEqPrGYcOt6oj078dYtxN98Eo7SRlxVs0j02wpKsZ5dRbIsooi3Ge87svzozGsJOMto8DZQ7anmKy+NV8EfJcqx+OaybzOrfBaDiUFaQ8f4n53/xUB8ABMTRVRojxZGQ7/f/dsCQi1RS7Nzn3UeLwkdzm0+j8XV8/jz4RuxMJhcMgmX7Kc1YpvAru78DWc21CAIg+wcuJt671LmVlyVucYC6r1LGUocYnbZh4hofXRHt/JM23c4o/7bmBjsG36YgGMyXbHNdEQ2IAoKH5rya1TJjkhOav4SB0aeQBQk5pbbLudqUwmeFQ32fN8iB5GtbcRf7ATsUQmtJsWLnT8iZYRZWHE9jb4VeFU7HegaLKGxaxGRkn6me89DEAVcMytRKj0IqoQRTDL8JzsSNLWJbYjMVKFbh5XUCT1xEN/pk3IHdYvEvn68yxrwrmjACCWxltcTfcWe5VRnVqA2lpBqDxJ+9ghKrc9uCBIEUvL4Rifn3KrxSj2ikPMDHY1aRRBkW/A9e1wWC4hyFMZgfNyxfKT2D5KcM0z66EiB0IDeHyO6vh3nnNxYkJUycM6qRFreQPSVDozBeLbBKda3F0yDWPdOvPWLEWWVwLSzSQXbMdMxLH3izEgRRbxZbNy4kRtuuAGwTZ//5V/+Zdway7JYtWoVXV1dSJLE3r17/9bbfEfwviNLh+zksqm2k/rm3k1ZtR8AWZSRBZmkMb6lX0LiJ5t/TDQd5aoZ13DV9KuZX7GAH2z4HvuG9+FXSxhK2hGUV/aiWzrLa5bTdbgTSZCYHpjO3uG9OCQHX11yCW2RJ3BJAZZULyBlhKlxz8PEYEnVJ3FIPuq9S+mIbKY31ssvt/2Is5rKGU4dZTh1lBmBD6JIdkft6fXfyu5xfffPiOl9xPQ+1vf8Jy65jGPhlwBo8p1iP0fBQcqI8Gz7d4nrw+hmAq9SzczAxfhUe/RDEAR8p09i79Cf2dF7Nz5PLQvkS4j5hzAFL9u77iSq2anMnUP3MJw6ysm1X0IUJJQZfub2XoEQFfEty40vSGUuu1GlM4xvVQtGMJXVQR0LrT00zrRaH4ojlTiQm/zo7eHssfALR0keGMSMplHqfWi9UTAsEkMJElt7kKs8tnrPcALfqslEX26bUJNVdEzwVs/fg2JHjoIk4pxTSWJbL+rkAK6ZlST29pNuDSKoElKpM1tbLXwDCRPOYmq9UZJHxtckTd1EqfKgNPrROsIIDgnntHLbYqzaQ2JPf9b30lMzj2jnZixTI9y6jtKpZwEQmH4esZ6duCqnT/g6F1HEXwuHw8HTTz/N9773PbzewlLAqLmzw+FA149vU/d+w/uOLPPRUtKCV/FmU6NXTb+GJm8T/7L5nwG7MzZp2sRpYDCYsMnwoUMPctX0qwmlg1m3k1GiBIjqUUodpTx69BFunPcZVtafyl377mTv8F50Uydt2GsTxghfffGzLKrW8aj2B/iR0POkzRiTS87mWGgLdV6ZMmeERt+FDCYPUONegCxO7ArR4F1OW+RlAGTRiVetAUCVfCyq+hiNvpMIOFoYSh4inM41n0S1Pjb3/4bu8FaWBK/H2VCGXO5mIGGn8SJiD3sufIYRjkG8sDBoWjrtkXVE072kzShRrY/AjBbOqftHjJEElkdl+N5dmNE0zlmVJHb0ggDlH1+EGU4RfPUA7oU1qA0lGLE0sQ0dKE0lttRbNJ1VyrESOkN/2oU5kvsiYwSTJPNSqFp3ZNy4hhlLgwhKQwnuBTWYcW1c/RRADyYIXDXHJkhRRB+Jk9jRm9XSJW2g1Pvwnz3Ztgo7o4Xohg5Cf7GFC9xL6nAvqEH0qISeOUTqwJhxFsOy06yGmSNNSUB0SAjqeCPf5K4+vCsaKP/wfEbbBgRBQB9OENvYidpcilJjSxCqec4blmkS79uHs6wFR0kdjpK6cdcu4t0PvauL+J/uRW9tQ1Bk1OXLcF96KYLr3eEIc+655/L444/z+OOP8+EPF9oD3n///dTV1VFXV8e2bePFQt6veF+TZbmrgt+efzspI0WJWoKFxRee/1z28RV1JzGYGORw8FCB/mzAUcp31t7CgsqFfLDlIl7oeJ6EXqjEMjq28nTbU0wNTOeTcz9NnaeOKaVTmRZoZPeQm6PBYTqiG5hZbsvfAbSG1xDV+jg08jRlzjqiWhdNvunMLLuYaaUXFOjCpo0ompHERMOjVNHkPxmv8q8MJg8wyX8aquSh2j0Xj1KJWy6jyXcyYFv/VLpmkdCHMU2DeIa8u5NbKdtVS9XamVR9fjnzK65FECSq3XPZO/SwPbuYx0YBx2SiWi8OycdwKmegPJI6RvfjG1CPKEgV7qxKjT6YibgyQuXBxw9gpQy03iiVn17C0J3bbQePbT2o08oouWAa6e4w0bVtOGdUkBoTgTlnVNiRZGZ0xDmrkuS+AXs+U7f3aWbGMZzTyolv68E1rxq53E30lfbs7CaAc0o5jkkBYq92og3G8Z3WjHtuNZENHcQ32iloyeuwyWprD84Z5cQyxwHUBj9yuR3ty34nKbBTtGIuorTGpmoNi8iosPtYyGJWyciMpIlt7ESp95HYO0D62AiJPf04WgKILoXQ0bXZ01LBdhID+1FLGqiYe+nE1y7iXQszkSD4zW+RePgRMHOdYfF77yP0wx9RcssteK6/7h3coY0pU6awaNEiHnjggQKyHB4e5vnnn+ezn/0sr7766rjzjhw5wi9/+Us2btxIOBymurqa8847jy984QsFEepDDz3Et7/9bf7whz+wf/9+7rnnHrq6uqiqquL666/nE58Y39W9Y8cObrvtNrZt20YikaC+vp6LL76YG2+8EVUdr2r1VuN9TZYALtmFS3YRTAX5xktfzQqlq6LKGQ1n8Y+v5DpLBQROqj2FAyP76Ix2sntoF6c3nMGV067izn13ALZ83g9O+SHfW/cdUkaKtnAb31zzdT4599NcMT3nvrGi5iYavV280t1LX8zNspqpqKKD9ogtJ2dhsqLmM7zYcR/PtA5Q6tjMkuql2fOj6T6eavsWmmkTUL1nCac33EKZq4UyV860t9Jla4RG0r0MJPbT6F2OQ/JxTtM/ZtccGH6SbQN/QNZVvKHKbPox4GzOpnkDjsm0hddS6mhh7/BDxPVBRlJHObnm79jQ+4uC19SvNuDocGJhZOt2glNCXOVnx9DduORSTqlYhlLlJd0RQpAEQk8dwsqzt0ofGiY0mKDy00vwLG+wu2TXtRPd0I7SWIJS7yO+rTeXKrUguXMC0XVRQFAlImvbIG0QXddO5U3LUep9jPx5H2Y0jWN6Ga751YRfOEp8i23fJkgiJedPxRx1LlEl3CsbGf79NvteB3OZBHVyACOuEd3UiWWYxA8M4JhahntRLemOMLFXxkeyE8IlQ6axSm0ssedYdZPI6mMk9w/C9h5cC+xsgeR3IigSppHGSI1G10LOKcaauB5cxLsXVjrN0A0fJ71+/cSPB0MEb/k2ViqF99Of+hvvbjyuuuoqvvOd73DgwAFmzLA/Zx555BEMw+CKK64YR5b79u3j2muvxTAMPvrRj9LQ0MDWrVv53e9+x4YNG7jnnntwjYmc/+M//oNoNMrll1+O2+3m4Ycf5sc//jFVVVV88IM50ZY1a9Zw00034fF4+MhHPkJlZSWrV6/m5z//Odu2bePXv/41ojg+g/NW4n1PlqPYP7QvS5SiIPKVJV9jSulk/KqfcNr+MHLJLpZUL2FDz7qC87608O+I6wkUUebyaVcSTAVZWr2cdd25b/zd0S6eaX2acmcZUwO1+NQa6rz1/OzsX5LSwxwKPo1uaSSM0ejJYl33LzEZoN5ncPe+PxaQZTjdlSVKgIHkQdJGjGCqlXLX9GzHLNhjHs+2f5eUEaLLu4nT6m8ueO4zyj7ApJJTIQn6yRGCNV083/UDGrzLmFl2MQBV7llUuWcBYFhJtg3cgSp6Mt23mTShKWGJBqWpRkovnkFiTz+pYyN2c8qMSo6J6xiWjoIFXT2bqb9gMYl9A8RebkcfjCNXexCrvRjhJMZIEqXG/qY5qjzkXdmEd2UTsU1dRF4aE5HlC5vnZYp950zGNbPSHsvAju76/3OD3cA0Ore5vY/00WCOGCF771FpPTQDrcPuCDbjWnauU671km4PjRMNSEVHCHxoNkqtj9iu3pw6z2shkavv6CMJBm57FanUiWO6XZsUPQreM5pxz69BCjhtI2hU1JIG0qFOwMJdNQNJ9eCqmFgwv4h3L2J333NcosxH6Ef/hOvii5Cq31nj6w984AP80z/9Ew888AC33norAA888ACnnHIKdXXj0/8/+tGPiMfj/PGPf2TJErs7+9prr6WlpYVf/OIX/P73v+emm24qOCeRSPDnP/85GxleccUVnHXWWdx5551ZsjQMgx/84AdIksR9991Hc7M9C37dddfx7W9/m4ceeojHHnuMSy99ezMtJwxZLqxaxNLqZYRSIb665Os0+BoA+O9zfs1waoRjoaNMKZnCzsGd2XMml0whrse54anr0Q2NLy3+Mgk9zpdf/CIJPYFLdpHQEyiigkt28cvtP+eUOpWDIRmPXMXciquYXHIma7t+wkByPzA6L6kTTOrIYj9eVcCtCJxUd3LBfms8C5gZuISR1DEEQaLJexKPHr0JzYzT5FvJyjwFHgsT07K9OQ0rXXCdgcQB1nf/B161hjPqv41jcR3r2n7JUPIQA4l9TC09F1l00hF5hWOh1TT6TmFm2cVUumbhVspxSiWkzSipRISDwSexRINkeBjH8jIck8swwkm0gTiOSaXUpzQODT+FknYhPBBjML2l8JcgCMiVbtyLa5FKnNm0JtgdskY8jZXQiayeIHUpCggOyR55scB/3hREt4pzWjnh54/YqVBZzJJqYmcvimGiiwKWIBQQpXtZPe4FNRn5u8zrpUhEns2kmh0ipEykUieexXUFguu55wL9/7PJ1ssdJUpVhPQbG+a0Mh3BRjBJuj1I6YdmodT6kBwKUk2hRVvp5NMZ2PkgWAauiqmovpo3dI8i3l2I3XnnG1uoacTuvgf/V7/ytu7n9eB2u/ngBz/Io48+ys0338zu3bs5fPgwX/ziF8etHR4eZvPmzZx66qlZohzFpz71KX7729/yzDPPjCPL6667riCF6na7WbRoUUEtdM+ePXR1dXHNNddkiXIUX/rSl3jooYd45plnimT5VsEpO/n+yT8Yd9yr+vCqPpp8TQDUeuuwLAun7CShJ/j1zv/Orr173100+hqz9cvR/2umxobu9TglqPbYqYCY3s/G3l8RcDQT1Qey1zDRcIgrefLYswScAldOO5kzGz5ErWc2e4ce5mjoBWaVXUqNZwEOyceMwEXEtD46o5vRTDvlGUy2EteGcCt2RCIJCmc3/gN98d00+U5mJNlKiaMRUZBoDa0mrg8R14cYTh6hyj2bOu8ShpKHqHLP4WhoNcPJwxwLrwYsumKbEQWRZv9KAIaTxxhI7KXCNRsxImGiIZfmrKLMtEHk1XZSR4YpP3Map/7lc6BbCBMYSptJjfjmbuLbeghcNZfhe3dhaSZytYfkrr6c2fFo2TS/w9S0EERbO1WdHCCxfxB9IEZ4TStWxCZCUZUQK1zovTHcI0lkC3QBos68t7kk4j2pkVRHiODD+3LH8+uNKZvwHC0BzGjhlw8AwS1jxXXMcIrEjl6kgAtLNzGjhSMcgke2NW5Hm5bye6fyGpX03hjpY0GcU8vH3QtAdgeoXvYxsCxE+e2vzRTx1kPv6kLff+D1F2aQfP75d5wsAa688kruu+8+nnvuOdauXUsgEGDVqlXj1nV02KWI6dPHd2a7XC4aGxtpb28f91hjY+O4Y6WlpQSDwezPnZ2dx712XV0dXq93wmu/1ThhyPKNQhIkPjj5IgBebH+h4LHeeC8bezZy89Jv0Ro+hlt2c+e+OzAtk954L9fPbka3BhCRMdGRBQdxLYhpGeQP8i2rPpWE3okklnLh5FuQBIlDI0+zY9D26twz/BBHQy9mDaPtfanZ/+tWikeOfo5FlR9jZpm9V92ME9V6Wdv1E0ZSR1FED2fU30JLyZn0xLbjVWsodUxiTde/0B/fy4qam6hwTueJ1q/Y1zVUDMkmho7IK7jlMirds9g5eDc9se10x7ZxqvgVYq5hJtefnd3XK62/oHPxFpoOLmXpwOeRnOqEBAPYKc5gCiwIP3skq4qj90Wza0Y1Y0Wv7WuZ33VqJnSqvnIykRePkthh1y9HxRUEVcJ7WjNabxS9N5al6nzKdq+ox72gFjOuEV3fhpUc3/YuN/ltVxFBQAw4SR0eP/ZhK+3kIkMAsdw1rlPXiutYCQOp0o3kc1By8QwSO/uIb+rCjKZJOiWwwJkySLWOkO4MoTaUjL2dfX3przMEL+LdASv+2jO5/9f1bxcWLFjA9OnTufPOO9m/fz9XX331W9pM81bUGf9WRudFsnwNzK2Yh0/xEdWiiIKIYRlUuis5reF0TuN0AGo9ddy57w5OrjsFr7qLYAoEQeKM+m/iV+p4qfOfSRlBAOZXfJQG71L2DD2IKLZh0UY41UnA2czB4FPZ+zb7TmUoOUbHFIsLmn4CgsBTbd8AYCCxl5nYZLm2+98zYuv2G0czY+wbeZTT67/JJVNuAyCmDdAV3QxAR2QDAXUSoyTeNLgCPRIjXNZHB6/QGX2VCyf9lCrXXHpi2/HoFfBMnFKrDPGTEpRCTBuk27fD3kvjYZQKN2XXzmfwfzZP+Ho6ppXbZGhahVGYJNiScCkdK9PQY6YNSs6dSv+RkVy90rRI7hvAmmCe0TIt3PNriKbsb6ExVUI1TNJOKdPlaw/+h58/QvrICHJ1LjrOiqQLoHdHs13B0Yk6WUXBtvUCRI+aTeOaQ2N8K0e/G1kWxkAcYyDOwC832tFy2iRY4mD7EjudunhzD/5gkuj6Dsqunpgsi3hvQywvB1Es6IB9LUiVfxsf2zeCK664gn/+Z3vc7sorr5xwzWiEeOjQ2M8tSCaTdHR0jEuhvlG81rV7enqIRCKsWLHir7r2m0GRLF8Dle5K/ufc35AykqSMFOF0hJllMwvWnFK/klPq7ZTl9v4/Eky1YVgpdg8+QDDVlhUCAIF6z1Je6f0Vw0m7NqaIHkKpDoYShwin7Q/5yf6zWVD5EQ6MPElfnhuIV6nhxa5/pMI1kwUV1zKYPMD8io9kH/cpNQwZEcocLcT0AVJGLDtKMgq3XEGL/0z6E3uZVvoBdg7dy2g4pDfrSCNeQi67VmBhoVtpZno/SDDVSlvkZbad+iDLX7oOrTfCnu4H2Cs9gsP0owpe5rRcgeiQCT95CMGysMZ825PKXCS29mSjL/eCGtzLG4ht7UawwHtyI4gCfT+1GyAkl5zVUbUSWlYWLra5i/IbFqIPx21iG4VuEt/ZmxUfMEWBlFPFd85kYus7MIJJ2+FjdHl/DKXej2tRLeHHMxG8RWEj0SgEEDwqzqllJLb32uMv2DOe6pQy0qMjL7KQHWmZyL4Lw8qmlWNeFUu0X6NkvR9/eBDH1LIJTiri/QCprAzHmWeSeuGF118MuK64/G3e0RvHZZddRiQSwefzMW3axI1lZWVlLF26lJdffpmdO3cyf/787GO/+93viMfjnHfeeX/V/WfPnk19fT2PPvoon/nMZ6ivr88+9qtf/Qrgr772m0GRLF8HXtWLF7tzcqLxb93UuW37LxlKDnH97EtRRDdYIkNJuylEEmRW1n6DgLMJl1zGSNK2ffKrDcT1ITb0/owKZy4XP7n0bMKpLo6FXsoeCzhaUEQ3oXQHXdFNLKq8gdnllxXs46zG7zGSPEa5cyqSqGJaBqIgFawRBIGTar9Af3wPbZH1+NV6umN2E05nciOWK0cUXqWKp9u+SU3bbEZqO0GFuC+I9wMthP5ykN6l26EaUmKYJU9fTf21S7EiKdTdfThMiKkiumSnWASHROWnlhB8bL89IiGLWGmTdEeI+PrM2IUAoltBCjgxhhIojSXENnWRPlQ4/C/IIqIs4T+jheH79xSQW/j5IzZZZRptrLRBdE3bxGlhC7SuMEYkla2NCplZWAsLudSJa0EtkldFLncRfPQAiYODuYhRsWufgiphhpI4ppfjPbmJyJpW4pu7CsjSubAGUZFsybvMfmt6omhTAjjq/cyeX4d43jREVRq/zyLeN/B++pNviCzFqircl1z8N9jRG0NpaSlf+tJ42dCx+O53v8u1117Lxz72MT784Q/T2NjIli1bePzxx5k5c+aEs5NvBJIk8YMf/ICbbrqJK6+8kg9/+MOUl5ezZs0aVq9ezamnnsrFF7/9r1eRLP8KRNK9JPQRqtyz2DGwnefabWeOSf4Wzm76DOt7/hMQkUUnFhYljrpshLms5nN0RTfR4j+Ldd3/BoBXraHSPQuPXEmlawaPH/07IlpOSzRtRAmlOnBIfipcM5AFx7g9KaKLKvfs7M/5RDkQ38/e4UewLAO3UkZ7+BU0K4ZLLueCpn9lONXKq323ZdcLKEQ1uybY25zTffTLdagVdgPOlH0rEVWV0q4aHIbPngnsiyFmuEs2LQyfjJU2USeXEV3Xjm/VZPRQEr0nSnx7D2peKja2vnBWMd0WQvQqoxvKkk/JB6djxNMMP7TXJp5M5yqQi+rSJoIiYmnmOB3asTBjaQJXzCGy+hh6X25Ux4zrRJ47gv/cqegW4yTuBFnEOaOCwd/YXzaUOh+CKOA/swWtP4rWZo+kCE6Z1N4B29Myj9gl02Lq3kFcsoTcUApFnnzfw3nGGfi+8XUi//bvx10j+P2U//Y3CM73ng/prFmzuP/++/nFL37Bn//8Z6LRKFVVVXziE5/gC1/4wrgZyzeD008/nbvuuovbbruNu+66KytK8Hd/93fceOONb/uMJbwPLbreSqSMCFgWDjnnmhHV+vnLsa9iWGmWVH2SStcKvr76q4RSIb570t+jSq3sHLy74DoN3uXjZh8ty2Rt108IpTtZWfcNypy5fP6Trd8gmGrDKQVo9q/kwMjjANR5FtMb24EgSJzb9E8EnJMKrgcgCOPfNE+1fpORVK7+5pRKSWbqqNOC57Bk8ac5EHmKtBlhZuBijoSe59DIU8RGu3gtsp0ys/ZcwKzFl5M8OEhiRx+CQ6L0slm2N+NQHGNzN0RSCKc3M3TXzoJ9uOZWgSzm0qHH0VPNh+hT8S6rJ765G+e8alxzqhj8w7as/qtU4R4vaO6QCFw+GyumgSqR2NFLKhOhCg4J96JazIROYqdtvCyoUqH6Th45K41+nHOriTw5pl4igNpcSrozBLqF99QmPCc1ktw3gBFLkzwwhDEYKxBiyPsFICpSNp1bceNS5NL33odjEX8d4g8/TPRX/4WWL0AuyzjPOw//N76GkhEAKOLdhWJkeRyMJFt5rv27WJic3fgDKlx2qjRtRLKzjDFtkOmBMn597m/RTZ2E3osglKOZMRTRxbHQGiJaN32xXTx85LOsavwHfBk914HEPrpidiPMms5/4pIp/0VXdBOben9DyrTrc3WehTR4l5PUQ0S0bvxqI92xrWAZBFNtWbIMpTp5vuP7gMA5TT/ErxYmjD1KVR5ZCswpv5wtfb8DAeLDAyT2DTBzvj0AHNeH2T5gz4N55Cpien8BeaghF+nOMIJiv3WslGEr3vz3JoShBMLsShzXzMM0TZwzK2w7sLRhk6JAoaSdYSF6VeRKN2R0Uc1QZsxidGIknEJc3YY3mkZerqCPJJEybhzSjApcS2oJ3run8JeXMtA6w7hmVxJZ24ZS68MYSaAPxrFSBrFXOim7Zq6tY0uhTJ1U4QZJyHpk6sMJ4htybemCS87OeqZbg/Zr0lSC9+Qm4tt7CGdmNdUpAfSJiBJ7xMWzuI7IS61IJQ5Ed7HT9USC+7LLcF92GekdOzLasArqooVItbWvf3IR7xiKZHkcjKSOoVt2mnA4eYS4PoQsOKnxzGNFzU1E073MKrOHYGVRpiu6kfU9/4koKJzT+I8kjRCn1Z1ER3Q9u4buQ9MT9MV3ZcnSp9ZnR0wSxgj3HryWbNtmBkfDL3E0/CIrar7AKSV/R0wbYCCxD49SkXUZAeiL77KjYKAvthtZcOCSAwiCyL7hR+iJ5QZ855VfzfTAB7BCJgN7djHp6ArEhQ7Wd/+clBFiadWNlKiNhNId1HmWcDj0NBYmk/etpKy/CV+4CqtJx7O8ASOcRHQrJPb24ch0gxpHR9AGYgz9cQdoJo7pFYhuGbncjZnUs9GUrSkbR230455fgzYQG6eSAyBaQKbmaLaOIKkS3szgv1DrxYxPnGYVPSrRde0k9w4AAzjnV2MkNDvalEVEnwO52lswtiKUOREVCa0nkj1mxTT7tyIJyJUeSj4wjfALR7NpVrA7cZOHh0nl7T99ZCTrKDIWpZfOQq3x4ZhajuhRi7XKExTqggWoCxa809so4g2iSJbHQZPvFAYTBzEtA0GQWNf908wjAuXOKaxq/McC0fNRSyvT0ljf87Psz4srP0GlaxYCIg3e5dn1LrmU0+tvYdvAnYTSbeQTpSr4CDgn0Zewu2Hjup1C3Np/O0PJg4RS7ewcvJuu6BbmV3yYJt8pdEXt2llffCeb+/+XJt/JrKz7GoeDz2UiYZE5ZR9idvmHGEwcYnv6jzAVpp9yKYPKYdq6bOm+Y+EXOb/5xySNMIIg0hZeS9qI4YmUE3BPRqpx4D2lCUEQCFw6i/CLx0hs78VQRRTdwqx0E749R86pjMaqVO7CPT+nPOPyqkgdYdjai7m1F2ZMPJBvigJGcymKIiKtbMLMRHMA0TXt0ODL/ix6czOeyb39GJkIFJec1ZUVSh2UXzkXyzARXYVvf0Ez0YZzRCl4VazR5iDTwrOiHrncjXNmZQFZap1hgp3jPf20nhxRiiUORIeMe2Etao3PVg+KphEU0TaWLqKIIt7VKJLlcSCLDpbXfBaAI6H8DjaLoeRhYvpAQbpzRuCDaGYCh+Rnz+BD2ePbBu5gZtnFzK/48Lju1FrvAmo883ng0MfQLTsymxW4jCOh57P2WQBVrll0RjcR1zJ1N0T2Z+qY+4Yfocl/CqfWf51n226lN203yvTFbWuxmWUXs63/DxhWmj3DDyJLTlTRg2nZRBIWOqlzLsEll5E2otR45iOJKh6xgp7YDtJWFETQzjOpqFmIFUqSuu1VSOooH52PHLBrbZpDxvuRWYSfybmT5MMYTtg1SgFbHP3YSIFggBxN4zmlkfjm7nHuHZH+qN2peu9uAlfMJlHiwIxraALQFUH0qlgpHfeKBsyRBGZSz0SU4FnRgFjiJPLMYfu3F9MY/O2WbJpXdCuYSR1MC/eSOqKrW3OdrIaJMjmA1h2GpEHokQNEKzuOK7owDnlBr+hSKL1kJnKJ/XpF17UT29CB4JKp/PRSRGfxT7GIIt7NKP6FjkE03cdzHd8jZUQ4pfYrNPpWMNl/FpKgENeGOBJ6Hr9Sh08prC/IopOFlba1TrlzKqu7foxuJrAw2Df8MKWOZib5Ty04py++h9bw2mwNVETGp9aQNvOiGyQSepD1Pf8BQKPvZOZXXMPuwftpj7yCicFjR7/IrLLLCGWI0ikFWFJtt2lPKz2PvtguOqKvANAeWsc5zT8imGoDYJL/dGTRwSWTb8O0dGTRgWYm2DP0IC4pwLTSC0joQ8wot8UPzN5oVgvVbA3iPqsFpcaL6FbQh5NZRZvsfGRGkQfLNkLGtPClDCQLDFHAtCwEQUBdWk/s2cNg2eLlst9J8kDG+UMSsgQafHQ/rmV1xNblumfNuAamRXRdGzVfOpnEvv4sWerDcayRPMGAMXVE0a1QfsNCLNMiNXq/DKyEjnZsBLnGi95jPw9jII7gePORoN4bZejO7VR9dhmCIqFl0r9WQsdK61AkyyKKeFej+Bc6Bpv7fktCt2tPR0LP0+hbgWbGiaR7ME2NqNZLVOulPbI+q586FlXu2Vw46ads7b+dzuhGREHOEyfIYV33v2drjQAupZwq91zyO2osDHYO/il3bdcs2iOvYFhpAo5JWZ/J/vgePEoVST3IkqpPFAgSrKi9Cf1QlFCsnenHliI1KSyt/nTBXkRByka++4cfZd/wIwCsavwBVe45uXVTy5AW1WLF08hL7ch61KTY0kw7etRNXLMrcUwpI90VJr2+HWsogWtOFSR1pF22+4vllIlZFnKVB2dTiS0xZ5g4a3xoedFbyYdmkdzag3VoCDOYLCBKIGfjpZkM3bMTuSIn0J46lGsocsysILV/INPda8e1vjMmIfnsUZzB9e3jxAREn2Nc1OdZ0UC6MzxhjdUxo9y+Z2ZPol9FKnWitYex0gaWaWElNNLtdhpXbS5F8hc7YYso4t2OIlmOQZlzKj3xbQiITC+9AIBdg/dyMPhkwTrTeu35PY9SwZKqT1DlmkW5axo7B+4hZYQ5pe4r2fStX61nILEfVfSim0kWVV6fSU0WfmJHszOXAlWuuTzZ9rUJ7ldNW+Rle79D99Hkz5FlMNnK1GOLqXj1DPvqi+MIVTkjVtMySBtRnHJJ9lpgC7Q75UDBfQRJRLnYbm03oimIpZE8tlakXO6m7JQmzOeOImzqQphRgaPCDceC9ojG9l5KPzSbdLkbsy2E6/wpWAcGib3SSfjZI/hmVyJu6oZXOmFFPXqpE0QB2a3i1E2EtIkFRBwCpjiBHqRhoXWG0fuiuE9qIP5qV45IHRJuWcSVMNAkgWSlB6XGi1LnI7qx056BnKB71QynMEe7VVUJVBEjkra7Xz0KyQzxSyUORI9KyXnTiNf02ulcQJ0UwHdqM5GXWkkdGWLwd1spvXSmbWANSP7xM7NFFFHEuw9FssyDZiaYFjiXUmczVa6ZWfJwZQhDEhwsrrwBWXLR7Dv1tS4FwHPt3yOmD1DmmMxwylbuaQ2tZl7FNQiCyJkN3yWYaiXgmIwoyFlB4EWVN3AstJopJedQ613IU603o1tJnFIJHrUCVfSTNsOMRqABdTKhVG68Ib+W2hffzQsd/wAtsHzkgzQKSxDyrLEsy+KFjh8wkNjP3PKrmZexFStRG3BIPrxqzlPPODaCsa0HcXYlRnuI8PZeDEXEMakUy7AoOW8qtAbBtLDaQmiP7kdcUGNbZ2kmuBS0nghGlQd1egVC2kTrtiPrdFsQySHhADAtUlu6MTIKQMP37UKNaIyONAseBUEUEFQRcyRlD/QbZDVe1ZYAoiLliBJ7ltI8OIQAKIYF08rwnTWZyNq28ebNgu0taekWVlK39WwFbGeStEFiWw+JbT14VjbhWVaPZZr4zmhBGFUsUkRbQ9a0SO7uR/I7SO7NRNMpA70vRtnV89B6I7jmvbOehUUUUcQbQ5EsM+iObuPlrn/DwE7/zSq7NFuDnFV2GQHnZLxK1YTpVICEPkJcG8KrVuOQ7G7HUUstBBG/2kDKCKObaf508Bpk0Um5cxqn1d9c0FULdlPOqCmzDftD2DRNYlp/higBLEodk3BKJXTFNmVXL6r8WPbfmpE3sP+BRtTSeQX30q0kAwnba7Mt/DJ+tY7G0Fw89/Qi+IaxPl6GFUySvm+3PcJhWJi77Q9+LxBCyjpzhJ87QslJjWiDcazhBOaufszRyGtlE0lVJHbXDiTTwps2ECxwrqhH64viVCQUwyQtCZiKhJYXXVtJg5QsYIoipiphZJxGrIyojuiyu2AFSaTsYwtI7OrDjNmdppZh2eQdSZPwqKgCaJKIaFkY0TSiM1N/FAU8y+uJ7+zDimuYUQ33kjpSR4eRKz32WMgY3djYutwXFK0nStlH52MMJ4g8dzS3yLSIbciRsVRimz1LHhW1wU8RRRTx3kCRLIGEHmRt908wybndjxII2JqqtZ7jz0MdHHmKLf2/BcAplrKy/qtoZpwzG75HT2wbLSVn4FEqAXi67RYAdDNJX3wXA/F91HkXE9MGSRvRAlWeUTgkL7oeJ21FSOq5GqckqARTrQRpzR7zKtW45NLszw2+5Uwv/QBt4ZcZShxmSukq0kYUWXQhChKK6GJm4CLaI68Q0bpZ3/OfLBu8hoZkBVZSx+wMo69uhVChV+Mo3NVeEn1RnJqJ0B7EOrUJcVaFreSTynW1msNxUkeGkQDRNBEyXChs6UESQNVSCIBa40W+Zi7mk4dId+TGMwSHjGNFA9G1beP2YEkC3pVNKE0lJA8MEt/cDUDp5bORSp0EH9yDEUqhRVPo1V4wTcytPSR29BG4eg4lH5qF1hUhtrm7kBAF+xpDv9tqZ8YlgYqbljH4i1fH7UHrjmAEk1l92QLIIhgGgipR8YlFCEpxVKSIIt5rKJIl9mykZeU+2BXRw+K86Oz10B/PKcgkzSAvdPwjFgYLK29gbkXO0sa0DGTBiYiMgEiJo4EK13Si6T6ebP06upWi2XcqPfEdTPafyaKqGwBIGblIsje+nTMbvktcGySmD7Bn6MHs9Sf7z2Zp9aeQxJzfXF98D4dDz2FaGkfCz9Ed30JCH6FEbeL85n8maYQ4GHyqoAYrOmUodyH4HAgVbqzhMfZTGQiAI6YhljqRe2MQTqPdsQPiGqZTIiELuHVbuQfdxJupORZcQzdxiGAIIFuQTuk4vCpkUpmCU8I5rQLPjAqsQ0NoFW5SY+TtrHAKy7QIPrS3wDjajKWzYgiSaeFNGdAbJV7ptjO0usnI3buQK912c9KYyDG+uRutK5w3SpKx7cpzF5GrPOgDMeRaH5LfgSCJiCUOzMyXC7Hak7XvElSpSJRFFPEexduvPvsuR0wbYGv/76n3LsMh2TVKC5Ny18RWNBNhXsXVVLvn4VPqEAUFKyMwMNpVCzZp7R68n/7EHkx0Gv0ncf6kfyGq9bN94K6sWlBPbBtpI8L+kccJp7sAmBG4KHudwcQhyp1TmVK6ivkVH+bM+r/HKZUgCgrVnnkFRAlwJPhsdqYyf0+hdDvHQmvZ2PtfWaKs9y7jpJHrqHuiFEaSWK1B0r/caNff3DLSyY2ILaVIpzcjzrEjZXFmBa7TJtkXd0j2fwBJAxEIuSS0U5vQMmICAoWGzJYIaVkkqopEVJF4Sid1eBjr4BCSbmLFddzzazCeOIixvgNnRxjJHEO5Fuhr2vAHU7iiaVzzqsA0CT99mNBfDmClDGTDyt07OCqpZ+FJGbg6wjgb/AguGSngQgzkulO1nihKvQ+1qYSSi6aT3DMAuoUUsCuoen/MHi3pjhB6ytaPDXxoNlLmGmZfzCZhAdyLJ/KtKaKIIt4LOCEjy57YDl7t/W/KXdNwiH46o3a9b2HF9YTSHccdCTkeShyNnN34fXYN3s/uofuyx2MZ545QqpMXO/4BCys7/D862vFCxz9ka5v13mX4lTr2jTwCWOwc+BOn1n+d+ZXXIAoyu4b+xEBiL8fCq5kRuBAAr1pO0rDTle2R9dlZTittgCTQUnImvfFdBBwtOCRftmMWYG/v/cREW+ig0buCk2q/hLWnA4POXHOMBYxqsc6tQjx3SvZ86xIjGykJX1qB4JAwDg+jP7wfEXDpFo4VdWhpk4Qk4DBBMexvaKOEabkUdMPEpZk4DAvNsBCOjeDRMp2vLhnBKWNl0psC4EkZhMeo7yiGaadxDQs29yBbFlGHZDcQCZCWBSRLwBLAqvNCfxzZtFAyz1NK6ggu2RZPAJSWUttDUzNxTi3HvbiOZEew8BefmfAZPSd1eJihu3agD8YR/WPc5EUB94IaiiiiiPcmTkiyPBx8lrg+SDwySGOexurh0LNcPPkXAIRTXewcvIcK1yxmln1wwutoRpyI1kvA0YIgCEwuOZPe2HaGkkewMJBFO7roim7GyuTyppScw9zyK7Odr5KgZCulVa7ZTC09h47oK0S1PipcOaPpRt9y9o88gmWZVLhyrgQOyY9fbSCa7s3qxRpHhul64S90thymZM4cllXfSIO6FO2R/SwyTmPt9LsY8nZQdbiWrklxLExmDZ6FXO/AOrMFHDLGy22FjiAOCTOYwErqCDUezD0DiBUehEmlAAh+B9pfDmHmDfZbQGpnH64zJpFwSBimhSxCqtaLsz9mR58xDV++y4dpYR0cVSqCwOWzEC0LRhI58xOnbJ+QNy+ZkkUE3SZY2bSQsG2wdEFAcMn45lYjvtqFbpgkRnVsRQHToyCaFpGDQ9lxFMG00PujVHxyMWYkjVLrY/C3W7KCCwCeJXW2vF5KR5BE4lu7Eb0qqczepRJbZ1aqcCN5VJQGf1Glp4gi3sM4IS26uqJbWN/9s6zE3ChcchnnN/+YlBFm1+D9dEY3AnDx5F/hVaoK1pqWwV+OfZWI1sO00vMLhvxDqU564zuZUrIKWXTw6NGbiGkDCEhcPf0uLMtk/8hjOCQ/tZ5FbOu/HYfkpy++h6QRZGXtV/E56vAqVfTEdmCYKSpcMxAECRERRcqNfrzc/VM6IhtwSWVcOuW/EAQR7dkjPFL992iOXFPOyalPUvNwZvii2Ueqtw+H4MdMpQELeUY16tVzAdCePoyxsRMA6ZzJiLVetD/tzs0hBpwwkgRRQP3CcsSAC+2VDowxUncmmTy/KKDVeJC7ozbZeWSI67laYB5ZFsCt4PzGSvTtPeiPHrCPTStDOauF9G+22iMmkn0BXRLQJRFJEfH5naQHYsQVISu56/coiIP27zuiShhSLhksljoxM0So6CbubFQrobQEKLlwOgO/yjX1SBVu3H4H5r5BjEo3JTcuRR+IMXTHdvvpuGTKrphju52EkwzdtRMrbRC4ei5qXU7Ltogi3ovo7Oxk1apV2Z8FQcDtdhMIBJg+fTpnnnkmF110ER6P57jXWL16NQ8++CA7duxgaGgIRVFobGzklFNO4ZprrqGlpeVv8VTeFE7Ir7r13iU4JT9RPZ8sBZZW3cgTx76MZiayEadXqcGZqWXmwzBTWYPkQ8GnSegjnFz7FbYP/IHW8MtoZoxwuotl1TdS457PkdDzWBgcCT6PZiazqjxnNnyXU+u/we7BB4lodhfngeCTnNnwbboim1nT/S/Ze3qVWmo9C5jkP5UK1wySeoje2A4A0kYMC5NwqoutU/+IHFHRyOtgzfdLDGk4Um5AR55fizWSQD61Kff4aN1REpCaS+1/5w/sj9poCUA0TfJ/t0ByvEhDtiBuWij55skJA8rdMBiHSjdCqRNrVGnHr0LYHt8RVAnLsrLETYkDx8UzMQ4MImTSpw4DBCwswyLkFDDTBoZloZsWGAJylQe10oOQ6ZA1AGM0D5xnAyaMjrMIubqqaEL6WJCB/96EOr2M9EF7j8ZgHLEjbHf29sewUrrdBZuZrfQub0CptUkx3R3BjNnPJ902UiTLIgBI6ybP7uujbSiGIoksbQ6wqCnw+ie+i7B8+XKuvNJuYEwmk/T09PDKK6/w/e9/n9tuu42f/vSnLFmypOCcdDrNN7/5TZ588kmam5u59NJLaWxsJJ1Oc+DAAR5++GHuuOMOXn31Vbxe70S3fcdwwpGlZsR5su1m26cxD7KgokouNNMmUIfoZWbgYmrc85DF8SorsujEq9RkCa4z+iqHg09xKPh0dk13ZAtU38jkkrM5EnoegMHkAcqduTSqmPkVjAoggC1pBxBOdxfcM6r1cCjYQ3tkA5dP/Q2d0U3ZeueU0lWIgsyeoQfpTe8CB5xc82UEQUAUJHQtxROX/YbqniaWtl2Wex4rGhBrCz/AzVEZN8Mife8uHF89BWlFQ460MrwpNPrtTtk8opQ/Og/RIaOta8+mUwFQZdAzCWfTsokSQDexRm2snBLyedPQnzgAThnLsNAe3o+VIVrB5wBFRN/aDYItgjPaRWtlIkWvaSF1RXADqltBLXUiKJlI0rDQJQEEAbnWh6iK6AkdcyCGYlpIFnazkGjPYhqjKkGGhXN6BWgW6WP2a2OWOJBCKYSmEkSXguhSKL9uAUYkhWNKWfZpOyaX4ZhejpUyigIERWBZFretPsLvXj7GUKxQkH9unZ/vXDiLU6ZUvEO7e3Noamri0ksvHXd8zZo1fPnLX+azn/0sDz/8MA0NDdnHfvjDH/Lkk09y3XXX8Z3vfAdJKuwOv+WWW/jFL37xtu/9r8EJ1w3bl9hDTMsRpSTYjRiGpVPlnsOiyhuYVno+CWOE/SOPsab7J6QNW/Q6ku7FyHSWDiT2Z4nShki1ey5ljsmMtq/EjWGGkkeocE1HFe1vSb2xXQXdoOF0J4dGnmZr/+2UO6exouYLzC6/LPOoUHD90WuMhkQ17nm45QokwZERPEhR41kACPjUOup9S2j2r6TRdxJHos+TdiTpmHQQ6/qpyBfPQPno/HFECWDFc92zpOx0qXxWC3gLm1as1hA0l+TeRc0lyFPLsSwLQRKQL5mJtKIBvCryqsmoN69EnF1ZeLORZJZsxUkBzJ29kNDt4+EU5q4+pLNaoNyFNRgj+dBe6Ina8nnzqrHOmGR30ioivtMmIaVzEbAcSmHu6MPY0IE4uxK91EEqQ6p6d4R0a8juVjVBFwUMwSbfmCqRkgv/NOLbewlcPhv/uVNsPdcLp+H4+im4P7YII5omuqEdS7ebgUbr0WAbPQcunUXZ1XORvEVpuxMdtzy0i588fWAcUQLs7g7zsd+/yvP7+t6BndnQNI3bb7+dyy+/nIULF7Jo0SIuvvhifv7zn7/ha5x++uncfPPNRCIRfv3rX2ePHzp0iPvvv5958+Zx6623jiNKALfbzbe+9a13XVQJJyBZxrSBgp8NK40qemnynYxuJplZdjFLqz+NU7LVVWRBRRAktvT/nsePfYnn2/8esHVdFTFXO5wZuIiAs4XzJ/0LCyo+mjlqsXvwAdJGlArXdABKHc04pRIU0Y1D8lPtmcvR8IsYVoqh5CFAoDVse0v2xLbn7dREEOxf1yh5e9VqGrzLMKwUbZGXaQu/zOSSszi36Z9YVvUZFNGVPXt66QW45ACTS87G5QogL6q1uz9399ni3pEUlmkTjTQj75utBcauPgRVwvHZpUjL6xFmlINXQTqlEREhG2nSFkJ77gjaH7Zj7htEf3Q/lgjOr52CNK0c/ZH9WCkdlLwvAflD/LVepMW14FYgr9vV2NYDwwlIGpiHh9FE++uCdmQIpakEQxRwp02ko8OY6sRvafPgIHIwhWc0nTxGW9YUBSIOiaRDygom2PvLkGtnmOj6dvThBOm2IMGH9zP82AEs0yL01CGiL7czcv9urDGzmkUUMYrHd3Zz7+aO11yjGRZfvnc7kaT2muveDmiaxo033sg///M/4/F4uOmmm7j55ptZsWIFTz311Ju61uWXX46iKLz44ovZY08//TSWZXHNNdcgiu896jnh0rD5yjw2BDQzQVvkZWJaP+c2/xMAS6o+RY1nAQHHJBTRxWDCbjAZTh7BsDRUyUuTbyXt4fVoVrwgjTqz7CKi2gBHQs/QHdvMk63f4JymH5I0wsS1QV7u/nfA4tS6b+BX65kZuJgdg3dTojaysfeXABhmmjJXC32JndnrlqiN9Cf2YGGyrf9OFlVdT2ck13hS6mgmnO7i+Y6/x7Q0lld/jimldiG+yX8KTf5c56/20jGMtW12hLa5G6s9hNBYgvrhuQhTAzAq0aZb6I/sBxHEKg9WJI1Y7UW5Zh7Gzl601ceQTm/GWGMr6xi7+wuadcwNnZhL6jB392Pmp2WzsHIjGC+2Yl4xC7HWi3kkz9FjJGmvkeyaoCEIKFgocR3z2SN4UgayBRwZwXBItmWmANKcStid+XI0ypEWSJKA86QGYus7wLQQ3ApWQsetmaiGhSUJhBTR7rTVc0/GjGuIeeSudYQwIynETI1XUKTCZEARReThjg3j1acmQjSl89DWLj52yqS3d0NjcMcdd7Bhwwauv/56br311oIMiWm+uS+BTqeTlpYWDh48SCwWw+PxcPDgQQBmz579lu77b4UTiixTRoSBuE2WiuhmSsl57B95OCsiMCoCACCJCpWuWRwJPku5azpLqj7B3uFHaPAsRxIUemI7OBJ6Nru+PbKeWWWXMJJs5WjoRQwzgYCIhUlcH+KV3l9xRv0tvNTxI0bZpCPyCo2+FTT7V1Lhms6TrTdnr7e577ec2/Qj6jyLSOgjmJaJIjrpT9hqQftHHqXJdzI13gUcDb1AlXsu5a6pDMT3ZUUI4nqhP+P+4cdoi6xjdvI8KtfkvtmNKvRYHSFS/7nBrilmanyj0P+c9yVjH1gJDXNTJg2dl7IUfA6o9tgekoMJhGoP+iudCMeLuHQrS64CYD24D1OagHFKHBBMIQE4JKy4bjfh9EQLTaQ1k5BTAkWkYkk9+qFh0E3EmRVZnVpLM0kdGbGbelIGYtIg7lFyEaVhoQgmLsNCEwXStT7Ueh/eU5owkxqxTfb7RK7xgkNCrvHicsgYoSSJvQO482qTiT39hJ89jNpcSullswo+gIo4cdAfSfJq6/DrL8zgiV09f3OyfPTRR3G73Xzta18b9z79ayLB0VRqNBrF4/EQiUQKjr/XcEKRZSTdTdKwIxbNjJPQBxEFGdPScYgltJScSdqIokr2L3Nz3//SGbUjt1K1Gc2M0xvbxdaB36OIHlTJR9qIIAlOGjzLAVjf8zPC6c5x9+6P76Evvpe0Gc0ea4u8THVwDkdDL6FIbjQz1zFqojGcOsLU0nMLrtPsOzUrLCAKCsurP8ec8isIJtvZPXg/0wIXsKTq03THthJwTM5dzzLYNnAnYLFLfIyzsQvz4oxypGX1GOs7wKNkCeU14VZyRAlZhRoswDBRzmpBqPSgPbIfszOMlelExSlBMicraIeAo76duUMYFuJ5k7GOBbHagiQMEyIpXKoEaQPHqinEN3eh9kRzs5fYwaOVMZeWr5mHVO1F/Nwy2wXEpZDyOYhu7sYUBcT+GM60aTf1AE6fSiLgRO+NocsCrrSBaIHDsFAWVOOcV23fKa4hWPbUrNrgZ+TBvejdOb3edFsQ54yKbASa2NNvk/PhYcyYhjSm7lvEiYFQ/M2lVYOJ8TXNtxutra1MnjwZt9v9+ovfAKLRTLkoQ44+n6/g+HsNJxRZljunMbX0fFrDazAtnVrPYjoirwCgWwn2jzxCMNXKWY3fBUCVcnNCwXQuhWJYNtm6pUpESSRphNg7/DChdAevNbbaFl7HSTVf4kjoWQYS+xEFhfbIKwwm7RRvnWeRrR8rupBFB83+U9HNFJv6fo1mJlhS9Ulccjlgd9E6ZJ/d7YrEy90/wcIkpg/gUarpiW2lJ7aNC5r/lYBzEqIgUe9dQld0M43+k7LkZiV0xDofwpmToMqDblqY3RFbEm70qYzW90ZVfXSDcRgV/OmNkr5zB/KF07LuJFkkDahwQWbeMT9dKwA0+iHTGWuu77RdTrBLnLIFGPZ99Q0dCHU+wsMJJFXCo0iIfgf6YAw5qtnP697dpDIkrn58EaZmIi+uteuvmoEnZkempiqBR0HzOyg5ewp0hkg9dQhDEJBEkGZVIPqdJP/lZQQLzHofJUkDK+AkndByRJl5PaVSJ2Zaz5Kle0kdRihpNwUVifKERYlLef1FefA739z6dxuSySTHjh2jqqoqO285ffp0nn76afbu3cucOXNe5wrvPpxQZCkIIsuqP82y6k9jWRYben6GiY5bqkC3khhWGsNKE9MG6YxsRBKc1HmWEEl3kzJiedZYNmTJgUuuJhkPoVt23bNEzc0riqiYpBk1WhQEgZaS02kpOZ2B+H4csp+hxCH64jspdUzi1LpvFGi7Hg29xMGRJxnJeGH2xnZmu3EtDA4M/4XDoWeY5DsVWXSgmQlCqU6Sui1/JwCikKuxnV7/LXQzhYRKqmITDMQRajykf7MVaziB0FSC1RXOpV+r3LZ4QDTvW64owGjH6ZhUbRaqZEeqGUirWjCeP2b/MJhAXFSD1RfDGozZajyZucpRogTse5Y6IZhELHdhDSZy6dbBOKoqoV41B7nSg+Szu0yFl9swXsjcJ2+cJbGmlUh7yF5b4sAciGUjUqHRT7grjNURxlp9DGdbCFm3kCQBx80rER0y8bt2II6mirtschRGCr9MBK6aS2JPP8ndfQzfuYPKTy9BUCScU8pw5o2SFHFiosrvZHFTKVvbg29o/QfmTmwF+HZi0qRJtLa2Eo/H/8/R5UMPPYSmaZx11lnZY+effz6//OUvue+++7jyyivfcyWJE4os8yEIAsMp+4NVs2Kc0/RDemI7aPafyksdPyKUzn3YlziaSGu5D3K/2ogsOjil5u9wKWU83XoLYc1OvdZ6FjK7/ENIgkKtZyExrR/dSjOcOMykktPRzRTBVBtlzilIomL7R/pOQhLUgjfPsdBqNvb+KrdfJIyM2Loiujm55u/YOvB7dDPBsfBLfGDSv7Nr8H7aInYn7ayyy6hyzSKq9eNWKrKdsbLosEdD0gYIYPbGssLiVnvOEgtVhP5Cdw/ATqXGbSKSP74Q/Y4dhYIFFS4c1y0gfVemManUibKyGbMthJXxvTS39doGy+dMxtwzkCPLfDgkxJMaMDd1ZZV3Cn5/zSWokwtJSDm1GUoctj3YKPHKIindxJ0ykNpD2fbvmCriWVyHsL0Xf9JAE0HdN4gu2H8UZonDnhd97ADi6NwpoEmg+JyoKxpQ5lUj13hRav2odT5ir9rvGTOaxoimkQMuiihiFDecNImt7dtfd51LkbhyScPrrnurcckll/Cv//qv/OxnP+Pb3/52wWOmab7huuWaNWv4yU9+gs/n47Of/Wz2+LRp07jqqqu47777+H//7/9xyy23jBsfSSQS/OIXv+Cmm25619U2T1iyBFhR/TkOBZ+m2X8apY5mSh3N49YISJSo9YRSOaNfy9I5v/mn2Z/PaLiFw8Fn8KuNtJScUUB6JY5GAMqdtgD58+1/T39iL/WeJZzeYHtbTiR6YFKY6nQIPizRJGWE0cw44XQnsujEKZUytfRcfGotNe55tEXWIiDS5D2ZjR2/JGh1UO2ex9mN38/tfzCW86dsDyHUerGCSXu+0d40QsCFlXEKAaDeB5qBvLIZsz0Ilu28YdR4c6ICAEMJjG29KFfPxdjegzirEnM4DpEUVGXS2v0xsMB8Ns8keSxSBuZTh4/7sDQpQPr+3SBLyB+YirGlG+OlVsQZFagfW0j6P1+xo1PdxNETGedUIloQ392HJ2mnYxXBzqOKFgSdEt6l9cS39yDs6suJvouQVEQSKZ3SYAL+fR1yrQ9loR0FKDU+0sfs1yzdESqSZREFuHRhHS8e6OeRHd3HXSOJAv9+1YI3nbZ9K3DDDTfw0ksvcfvtt7N3715OP/10vF4vra2trFu3jscff7xgfXt7O4888ggAqVSKnp4eNmzYwLZt26ipqeGnP/0p9fX1Bed873vfIxKJcMcdd7BmzRouuOACGhoa0DSNgwcP8swzzxAKhbjpppv+Zs/7jeKE1IZ9PcS0AbqiW3DLZfjUOvxqHcPJo3RGN9EeWcfs8suZUnL2X3Xthw5/mpQRwqtUc/HkXx53nWVZtIbX8Epvbo1D8uNXGqjxzmdXRi6v1rOIMxu+gzkU56ixlk0jvwFgUnI5neJ2dDWNL1zGBdb3kJc3ZK+t/eUg5o5e225qaR3G9h67M9WrFqZdAVQJ5ZOL0B8/iNWZR4xVLpRzp6H95WBhjdMhIV86E/3+PXaa1TBzqVtVzP07HyWO4xpMAwUekgggntaMmRlXGXuu41unor10DHNjVzbdmt8IpHsV4mkDt243+BhAShFxaCZpWUSYUYF7aR0j9+7GnTJQ84jWwhYuEHwqUiYiVr+0wtbH7Y8x/KedIAqUf3QBclmRLIsohGla/MdzB7l9QyuRMRKRUyo9fPfC2Zw1s+o4Z7/9SKfT/OEPf+DRRx+lra0NWZZpaGjgvPPO44tf/CIwsTasy+UiEAgwY8aMN6UNu23bNkZGRrLasCtXruQjH/kITU1Nxz33nUKRLP/G6IvvpjW8liklZxe4h0yEtBHjwcMfLzg2p+wK3Eo5e4b+TFwfYH7FR5jZdQraw/sZqRli7RkPYmJmx2FqOicxZ9dJ+CPlOL5zOoKUNzKS0LBGEliagfaHHa+5F2FyACsvHVnwWKMfcWo5xovHcgdHxdaPhwkeF+ZWYY1tCip1gluG7sIOOvmKWegP7SsUYJdFpGX1CGUu9CcOklGvy6ZeLewfpItmYDxzGCHTmWsIEA048Z7chHl4CMf0CkjpjKyznVf8Fgipwkg/roi4PCryzAqU86Zmj1uGCYKAIL636jFF/G0RT+v8ZVcv7cMxZFFk6aTAe0bm7kTFCZ2GfSdQ7Z5LtXvuG14vCQ4MK4UiujHMNHuGH8w8InBm/a3UeheibbHTlYHeci5y/JjewBE29t4GQFPXbPzhcgg4C4gSQHApCJl0j5knLADYMnZtuRqmdXTEVttJj++EtTrCKJ9YjDSplPQ9O+2u15EkVLhzGrBg/2xaEE4VKvcAQlMJ6gemkR5JYKUMKHPBwaFMPdVZeEMRjB19hd20TSUo500Bp0L69m2ZVwjiEjhLbFcRxQRMMB89gJA3GyoB5VfPReiNoh0YwjxgiyeUBJwIi2ptq6+XWu09KwJmTMepmeCzZfwKnof0xuo6RZzYcKvyO1KXLOKvR5Es38VQJQ/nNv2QoeRhqt1zeeLYl7OPCYBbscdI9JNKCAmtVDinIU9qYjJNOCQ/Fib11y3F6o4gVL52d5t8ShPGq112F2mJA/ncKZivdGJ2hrMNQEKFGxQRK49EwW62sZI66ScOFMxRClUexCll9jU8Cso5U0jfud2ey+yLFVzD6gxhtI1gZbpNxRqPLU5gWBBMIiyuwdrZZ6diTVtAYRTizAqUS2YiOGV7D3lpZNHnRL1mHiQ0jDt25I2/2GRHJA0WiLKIMTKmkWgkifXCMVt8HewvCqaQ04jsCGO2h5Ba3ltuEUUUUcSbRzEN+x5CR2Qj/fE9uOUKQulOEvoQc8quYF3PT0kaIeaWX8m8imvGnXco+Ax9g9uYuf8kAtPmIE4vR3/sAGZnGPnsFvQXjmFF00jnTsZ47GD2POXGxYhVXtvlQ7eQl9ahb+vBGG288amon1psu5Pk23QpIqgS4owKzK09EHCiXDMXqcpL6tebsXonHkoW6n1ZshTmVoFhYu2zVYiE6eVY3ZFCIpxahhlK2iMwVR7k86eg3b0rO84iNJWgXDsP4/ljdoesaYFPgYgGqkjatFBH66AuGSaVwr5C1aPjwcK2EFOun4/xwjHMwTjq5bMRRy3NiiiiiPcVimT5HkEw1U5vbCfN/pWYlsGjRz8P2GndvvgewKLJt5KVdV8pOC+eHOKRts8BUNM1iZNfvQTpgqkYGTNlocGfbdoRmvxY7bkGHmFKGY5r52OmdfTHDoIkIE4rR39wr73Aq9rRlm7kxNTJRJQzKzDWtefmMEUB9TNLwbTQHtoLPhWrMwRa3tvPHke1UeKAllLYnnFgaPDDaHNRxjdSOn8qxtMZ4pYEcMiQr5QyvQypzI3xSqGikjinkrQqIW7rLXQSGDs3WuuFgbgdhebBzNiDSZCdBQWQFtagXDKTIooo4v2HYhr2PQDLMnmh4wekjAhdsc2cWX8rpY5mgqk2XFaAhckPES0LMafyqoLzzK4wbOzA21hK1B8kMFwFopAlSgBpWT2mS8GKppBPb0H7064sOYjVdjeb9ocdWD2Z9GiZC+UTi9Bf7cTaU+jgkt1vfwyjvzDNimmh7+pFQECcUYG0sJr0rzaNWZP371AqR5SQI0pAuXoOGBZCiQNjtI6qiIVECXB4BMMcr8dp7hlAloRsyTPbKTtWYKFnggg44CQRTePUTftEWbQj3IEY0sK//SB5EUUU8bdBkSzfExCyJtEiMpKocH7zj3nk8OdpTaxFERxc/OiXcHyhPHuGsa8f7f696EqK0w9cTtqRwkcl5Fv/KCJiwIX8kXnZQ9J3TseKp7GGEggNtk2ZlX9Ojdd2H2kvrFvmbbWwQzXvmLkuJ/QglLmQPzgN/cnDuTriG3klKj1Y0TT64wdBFpEvmWF3xSbHNB5Vu6Ev01zkkGBMNysiCEZue6+JTCQL4PjYQvS9AyR39eGu9eE8rRmhxPk6FyiiiCLe6yiS5XsAgiBwTtMP6YvvptG3YvQoSTMIgKaks16UozB299Nb28orK5/EkXJx1rNX5YhylNA0k/TvtqJ8YhFSYwlmf4z0H3cgqBLqDQsxDgyiv9oFHgU8KmJzCfp9u9GF48jcgU0silhIXvlLBUAQEMtdCPV+zGAKc1372KvYUEV7xCSqQUyzo7gzmtBfbLUf1030TV0Tj6kE82Y2RaEg3QyAz2l7ZE4ASxIQDNs6TDp9EkbriN0Z7Faw3ApORcK5tB55UTGSLKKIEwVFsnyPwKtW41Vz1k+iIDGj9CJaQ6uZljoN9dqFBeulpfUM7HkUSzJJumOEy0dwdtlpVeWaeWjPHoYhmyz0Zw6jKxKCQ4JIGgtI/e9mm6TyYA7GM6nS4xClgE2iGcHzbERW4gCvijipBHlaBbgVtD/vw+qJQrUnI9RuFaZhAfncqchL6jAjKbT792DF0hgP7CtclFEPEqaUYR3JS7mWOnMdtykdyynZ4zApA3lRLfrqY4XXETKi6oaJONr00+DH2N2XfZ0wTczd/ehP2E1QglNGmlU58WtRRBFFvK9QbPB5HyCU6qArupVm/ym4ol7bv7HSQ0wbZHPfb3CLAeb8bhqiKSLUenHcuBQzmEC7a6ftkpIflTkku1EmPIGajiIW6sDmo9SB0FyKtSOvzpjfsJMHYVoZ1qHX9/aTL5qONL0Coz2I/sDe117skGw5vXzpvTGzogXPo9ID3RGb4Ot90Jmpya5sLEgXF0ASEBfVYmYsx5Rr5yMVRdKLKOKEQDGyfB/gxY4fkjBG6BhZzxn3XmibF394Lu6mEk7ZdhmWKmGVjWANxhGbSgAQS104vrgCK54m9b9bcnJxfgdCqRNrlCz9qh0txjTQTISZFYgtpZgHBqHCg/VqxjA7mEJY6imMOY/Dq+OIUhTsSDCeHvU/s9eFkqR+ut6eh5RFu/FolIC9CvIF09D/vM8+J2XYUepAPDfCMhFRgn39VGaNRZYoEUCaVn58sjQsrL4YynULECShOCZSRBEnEIpk+T6AJKpggKzL2VqiNZTA6I9hbOsFQL5sJmKVB6F6jJK/S8HxxRWYHWH0l9uwjo5gpQyEyQHEai/Gxs6CBhxr/yDSqskoyxrQXjpWIPduPpcnjK6I9mjJ2FriRA1AWLn6YYMPQZYQ6/1YkQxhR3KzlUJDCWKD3xZo3ztQWDvd3GMT69hbTg1gHR6xnUyaSkC3MOMTOJ1YYOx/jTlLRUReUY80uShCUEQRJxqKZPk+wKrGf6Avvptaz2LkM4ew0gbS0jrM9pAdtckiYp0PsaJQ2Ng4MIj2wB6QRPAoiAGXzWPhFNLKJjDN8Z2qgh3xWV4V6aQGjC3ddtQ5FpppR3iZhp7sdcQJmoPyI9DOCJYA0oXTQBLREzpUuG2/yfYQVjSN8WoXViSFuas/uycsbJfoUWLNE1cX60sQWgLoW3owe6JIC6ohP3rMI3DBrSAuqMY8OGTv3wJKHRDVEKeXI81+50SuiyiiiHcOxZrl+wRWUiP9h+1YwSSCz4GVNlCvnoPgdYAsILjVceekH9mHmVdjFBfW2NZYXWG7ZlnnhcFEoR5smcuOAiXBdhdZNQX9sQPjrv2m4VYK5iTVTyyyO1j7oiAKpO/aYZNsQh93qnh6E1JLGYJXRX/qkK0tKwq58Rafal/7eB28o9eZU4ly6Uy0+/ZgHh62U7413gIRd+n8KRhr2xFKHKjXL0B4jzvaF1FEEW8MRbJ8n8A4Okz0vo2sP+NxNCXFSWsvJDB3Acq5UwrW6Vu7MXb3Ic6qRGooQXv0gJ3ulATUa+Yi1vlJ/ts6m1wUoVBhZyKIgk2cYxt/qjy2iPrxZiinlEJXFFI6QqkTYV415stt9uzk2ZORlzegPXkIY1PXazcWgV3PlATUj85HbLRrsskfr51Q9H0U0spGjA2d4/eXN1OJT0XwO7ISfIBtOZapiSofnY80tdjgU8SJh1tuuYU///nP2Z8VRcHr9dLY2MiCBQu47LLLmDv3+IYRw8PD3HnnnaxevZr29naSySSlpaXMnTuXCy64gIsuughZfnclPt9duynir4bYVMLgwhDBMjs12d14BP8rZeCUMXb1IfgdSMvr7WF+wGgNIX1+GY7PLgXAMk20B/dh9oRtQohrNlFOWGPMg2mBaSFMKrXNolURYUEN4vQKjPt254in0Z/rVFVEnJlRF8swsQRI/2SdnY5Nm4g1PizDxNhh11tfkyjBbvzRQX+1C6XBj7mz7zWJEqeEvLwBIeBCf/ZIoWBBHnmqn1qMcXQYI48shWoPxDUEvzPbLFVEEX8NQgmNSFpHBMo9Kg5Zet1z3m347ne/i9/vxzRNQqEQBw4c4JFHHuHOO+/kqquu4gc/+ME40tuwYQNf+cpXiEajnHPOOVxyySX4fD76+/tZt24d3/rWtzh06BA333zzO/SsJkaRLN8nEGSJhnM/yJHOnaQGB6nvmGo3rKxptbs4B+OYgTylGVVC8ORSs1Z/HHNfnnzdKEla5FKvo2vz1ggWUO1BvW4B+rNHMDZ2Ym3qxtg0xg0+b6RDzHPpECQR/enDBYSl7+qFHT0TE55HQZwUsH04uzMklok8zT39pPb0Z+Y28+CS7XGYjIYrlW7S9+5GmluF46blpO/cYUfX+aTpkDDWtRc8D2lFPdLZk2E4gSXYQupmV5j03TsRvCrqxxZOmO4uooh8dIYS7OuLMBjLMwUQoKnUzdxaPz7He+dj+dxzz6Wmpqbg2K233sq3vvUt7r//flwuF7feemv2saNHj3LTTTfh8Xh44IEHmDVrVsG5n//859m2bRt7977OqNg7gPfOb6WI14VD8nFe8/9D72pHjx+zmSyvTifNrUKaXoE1GEOYXUXq9m0QTyNfNx+pwlsopG6R86MMJmw1nbQd4WWpaLQpRhYxtvdgvFooWJ67MWTbZh0SylVz7NMTGsaWbowxptLmlp4JLyOe0oh6jp1W1p47gjFKlmMjz/zU6mgtNL/WOZTEimvoPRGEWh/WqOdm3pcCodKDkb+PUifySY2k79+DddgefbEunIYVSkFCx0romB1hpBlFA98ijo99fRG2d48faTItaB2J0x1OctbUCsregS9dDz30EN/+9rf5/e9/z/bt23nggQfo7++nvr6e6667juuvv/4NXcfr9fLTn/6UCy64gLvvvptPfvKT1Nbaalc///nPicfj/PSnPx1HlKNYtGgRixYtesue11uFolPt+xDyKU04bz0Dodz2sBTKXKifW4rUHECaVo58chPGli6bCOM6+j27EWQRx8cXI9T6chcKjirXgHj6JDuCmwBWV8RO7442vJ7UYEdzioh49iTy50vEOVUQS2PpBtozh9FfOAYDGaWd1xJplcHc3kv6/t3omzoxW4O2zN3rYay4eqXbrnFiW4Jpf9yZu6+Rt1G3jJhXj1TObkEocWK1BbPHjFc6EcpcCLVexKlliC2lr7+fIk5Y9EWSExJlPtKGydqjQxhvQi/5rca//du/8fDDD3P11Vfzta99DY/Hw49+9CP+4z/+4w1fw+FwcNlll6HrOmvXrgUgnU7zwgsvUFNTw1lnnfV2bf9tQzGyfB9DvW4+xuFhpGnlCD5HwWNicynmy5nxiby0pfrpxaT+eW2mDpj7gzWPjeQiOK+Sk8LLq0UKdT4sy0LwO7KRnJA2kc6bYttkCWDFNFL/+QpCuQvKxxhSj/18qPbAUNzehw7oGua+QczX85wcqxxU5Yb+TPQ4kPm/AFYknXVYkc6djPFsbk7UOjiMBUinNiE2+JGm2xGjtLjOnj0VwBpOoD9/FOc3Vr72foooAjgwMLGP61jENYOOYIJJZa9t2P52YWhoiMceewy/3zZSuO6667j22mv59a9/zRVXXEFTU9Mbus5o5HjsmC0t2draSiqVOm5E+W5HMbJ8H0PwO5EX1xUQpXF4mNQvN2KsbrNl3gDUXGOBIAiF/o2j0WRGhNwErHzN2KG8WmZvBHqiGM8cyV1PlVBOakQoc0EohXXAJjprKIFQUkjgBRCx9/HXfMOWx7yth5Pj11hAJCfpZ2zrnfCvQVClLFECWKPR9mgUXe0Zf1IRRYxBSjfpDk3wPjwOjg3HXn/R24SPfvSjWaIEUFWVT3ziE5imyXPPPfeGr+P12gIokUik4P+jx99rKEaWJxCscArtnp32B/1wwh7cBxiMo23qskXL9w9AuStHgnJmbCPT/CKQly2VBXBKuVTnmNKheFIDwmxbaNzqytRCBRBaAohlLsT5NVidEayB2DiDZUzsPUiv1447AdJmzsg5z5x5HExyoyKDcfv5jJKzIiIurbNVkH63FXFyALM1iNhcgjAYR6j3Iy2vR6yy//CNvf1ggTSnKFpQxHgkdeNNvYsT2mt0c7/NmDJlyrhjU6dOBaCtre0NXycatSNpn89X8P/R4+81FMnyBILZH83xjiqhnDsF/eV2rN4oxpOHIJbGWFP4xyB4VKy85pj8sqK4sBYkAXNj18T3e6UT89UuzA9MzaZwhaYSBJeCsbkbY3vveJIcC8NCWFqLta2noPaJS4LEa3ygjDY2BZOvPaeZP1eZl3ZGsx1GRhWBjExkbQzFcX69MO1q7B9AyxN6LxJmEWMhj+3Qfh1Ib3L9uxH79tkOQS0tLQBMmjQJh8ORPf5eQzENe4JAX9uGdvcuu/HGr9rmxx4VK08jVXDK9ozlKEQB+eo52egQsNVwRtfLImZGe/a4MC2MJw5lf7QM065/wsRE2eAr/NmrIoTThUQJNlF63uB3PX9eulcWYF4ememZKNQ7QfdhdLx+rDiRy4iQ98H23v+MK+JtgEeV8b+JkZBa/ztnKH7kyJFxxw4fPgxAc3PzG7pGKpXi4YcfRpZlTjvtNMBO55511ln09vayevXqt27DfyMUyfIEgdmXSX0kdAinIWmg7+zLjVR4FaQVDUhL6nK1TNPCeLndlpwbRSSNdHYL0hmTMLYfZxbytdAZGd+hmo+xwusimL2RidfGxkvfTYhQrjYpVPtwXDYLYWbeiIdh5YhRymM7CzvyHP2WX+JAuXTmuMtLMypQrpmLctWconZsEcfF1Io3Vt8WgKnl71xd7+677yYczs1Fp9Npfv/73yOKIqtWrXrd86PRKF/72tfo7u7m2muvzY6NAHz5y1/G7XZz6623cuDAxDKZ27dv549//OP//Ym8xSimYU8QyOdMxlAlhFov5pERrJEEYq0Xc5s9SyjNqLBnHte1Z06wLbGsULKgiQfAeOGYrZmafOvrKsKcSqxX8wQNwhO4g7xZjEawbhnl3CkIgoBY6cbYP8HacSLv9s/ivGqU8+xzJ4I0o4KicmQRr4WpFV7ag4kCMYKJML/Wj1t959R8ysvLufLKK7niiitQFIXHH3+cPXv28JnPfGZcZPnss89mFXzC4TD79+/nueeeIxwOc9VVV/HNb36zYP3kyZO57bbb+PKXv8zll1/Oueeey+LFi/F4PAwODrJu3To2btzIjTfe+Ld8ym8IRbI8QSCWuhAvyURFyxoAOyVq7B3Aag9iHBpCyIvA0E1QRKzjeUL2/h+K9OVuGI7bkZtftUnXMJFWTUZeXk+qNwrt4cJzBOyoT/8/EJJbRWwqwbIsWxd2ItR4bTm7Jj/ymS3of95vf7GYXFqgeDQW+ppW9NWtSAtqUC4ZH30WUYQkCpw5pYJX2kboDCXGPS6LAvNq/cys8k1w9t8O3/jGN9i2bRv33ntvVpTgO9/5Dh/72MfGrf3Rj34E2NqwHo+HxsZGLr30Ui699FLmzZs34fVPPvlknnzySe666y5Wr17N2rVrSSaTBAIB5s6dy7//+7/zgQ984G19jn8NikLqJziSP12fTUFKS+swNmeiuvxZxTy7q+PCryJ9cDrWSALz1a6JxzXArnlGJv5mLX98IUJcQ3t4X1YtKIsKN/KKBvSNHXakO/ZdW+JAbCpBaCnFePTghNcXZpajfnAG2gN7MUfFBRyiHU0aFlR5cFy3AMGj2gpBu/rs+0TToEo4bzntuE8/9auNWEMJEAWc3z3juOuKKAIgnNQ4OhQjkjIQBaj0Omgpc6NI71xlbFTB54477mDFihXv2D7erShGlic4hBIHVjQNsoh0cgOWKtnkoJlZrVjprBbMde1YowP9o1ClXM0ynMa4Z7f97/w5x4DTjggHM9+kPap9Tmp8Cld/eB8Ej0PKg3H0Jw4eX9g9lMLqj4FTGS9KkIHVHbV1YPvzZthSmYWSgFjnwxpOkP7zXqyjwcKTna/9pyKf1oz+cjvS/OrXXFdEEQB+p8LC+tJ3ehtFvAkUyfIEhHFoCO2R/Yh1PpQPz8NqCyJUujF29mOuz6j6jDb5eO0xD8YSJYBTQqjyYHWOSZmO1ggFxjfsRJK22bRgjCe9sUTpV+yu1/yxj9fIg1h9May+GOLSWltf1iJHrpIA4RRWOJXbW/61DAtzWy/pnX0T+16GU2hrWpGX1k0oli7Nr0GaXzP+vCKKKOJ9gWI37AkIY3svxDXb4DjTmZr+780YGztyi7oiNqFENejOCQrQmFP2IKHbRFkwfJlZ2uArJCNH5oGYbt9zLB+VOce7hYQ1e9TljWD0XAFIGsgXTEX5+MLcfUYJsNyJMKkUaWUjyjVzERfVFl4ns06o9xUoGyGA8VIr2qNvgdF1EUUU8Z5DkSxPQEhLau0a36xKhHIXZlvIJpWkgZg/UzmK0cDOosBqKxvx5aVdpUW1OL53BkLAVXiN1OuIDwwnJ5a2S76B8RBZsN1FXDJUeTB396M/dRgx4EKcNyYt6ndhtQYxXu7AMk2sPOsxfA7E5lLUzy1F/cQilE8uRpgSGHOv3HM19vST/PFa0n/ahfUOCl8XUcRbgcsvv5wDBw4U65XHQTENewJCmlyG9OWTsz/LpzRiRVIIARfSaU1oYPs7agb0Zup7E9UBnRIkDaSTGxE8CsahYYRZFfZoxqQA5q7+/8MmBZuYqjyFBD0R9Lw5yezcqAoOGWGs2EDezKZ+/16EhdWQES0SZ5ShXjgDK6lB2kCq8mB6HbYeggXSGZOQT27Asiys7gjGVnvO1Dw4ZOvMlrxzg+RFFFHE24tiN2wREyL1681Yo+Mhpc5MF2vK7orN1AKVTy0GUUAscZL62SvZZh/5ounQEkC/YzuEU29a2jUfYksp5rHgmzvJIaF8finmoRGMtW32Hl7zJjnJO6Hej9UXAUFA/fgiUCT0pw8jVHmQz5mMIAhozx+151EzptLSpFLki2ccdwaziCKKeO+jGFkWMSGs4byGnmg6J0YuZ2YdBQGGE2hPHLRJI0/Jxzg8jPWXg7lIVD7OfGSt15bcy5gp48gYTOctFRpLoD00cdPN8TpjUwba/2wpNHx+LeSlULOC71iY3RHkJXWo184vWG4NZqLtpI7j88vHR69FFFHE+w7FyLKICWHsG8DY2Ws7bzx7tHDcAuy0rCyNl7t7rZnMUqcd5ZkWKCLqp5ZgDsTQH9w78fq/wnDkDcEt22QfGyO755KRZldhaYYdOX9gGoKa+z5pxtIYO3vtxqaYhjSpFGlsTbSIIop4X6IYWRYxIaRZlUiz7GYfIW3Yrhr5xGUysS7sa4kXJPVcFKeZWH1RrOhrrH87iFIE9fPLMQ8NoWc6W4XFtUgzym2Vo8qcfqf2+AGMg0Mo500BSUR7YE92T/LFM4pEWUQRJxCKZFnE68I8MpIjLlEAr4KgynYn6ZvpAh3tbM2IleubusbPaE6EtyLCdEp2utgCgkmkBTUY6zuwBuNYW3tsUXndRD5zEtLKJqxw0m7gAbSNnUh1haMwryV9V0QRRbz/UCTLIl4TlmUhzq7E2D9oz0eaFsp5UxHr/aQf2IPVdRxHkNdCpv5odb/Bc9+KCDNpZIXf0/fstGujjrw5yoyQgv5SK+ZgHLHCnX1IqvcjndSAFUxh9sds4i1zkvrTThhKoFw6C7HBTxFFFPH+RXHOsojjQnvhKKkfrrZ9MOMaQrkLcWYFwpQyUre9ahPlm20AzRMeEOZX28P/Za4J1gFKZq30FnSZ5osbaKZNjvk1y2pP9q/BGooj1PvtvTplpKV1CD4H0tI6CCWhL4bx/FGsg8NYQwnS9+3+v++viCKKeFejSJZFHBfGrj77H6NjFXU+lEtmYKxvzwkSvJmoz+8o7Dzd0WvbWg2Pd2DABLTMWsOCsY5FxyPQ47yjpctmIkwpg4DTHvOo8SLMq0KcV41Q7UG9aAbSymZwygg1XqQpZTi+cjLK9fNJ376d1L+ts2X6Shwgi4V+mLKIvrUby3gd4YUiiijiPYtiN2wR42DF0hhburE0A/PQMELAiRVJ22lTAbuTdIJapbSsDiHgsut/Dgny7L2EKg9iU0nO1eRNQrx4Oub2XtsaTBtDShnvTftG5AhcFqDai9jgRzl7Mtoj+7FiaZRLZ2INxDG2dCMtrEFsLAGnTPp3W7F67NlSx3dOw4qm0Td3Z/Vy5XOngM+BvrbVJnhZRJxXjbml2xYtOK0Z5ayWv+r5FVHEuwEbN27khhtuyP4siiJut5uKigpmzpzJOeecw/nnn4+qjq/Zm6bJX/7yFx577DH27NlDMBjE4XDQ0tLCaaedxoc//GGqq+2muFGHk3y43W6mTJnCZZddxkc+8hEk6Z3z9JwIxZplEeOg/eWQ7TgiCTi+dgqCSyH1u632gxaQ//0qj5yMTXlEOCbys5I6xo7ecefkQzypHsrdmE8eHkfGwlACx8cXkfrXl8efqJvgVhAqXFj5PpiGBV0RzK4IqaMjWTF47S+H7MaipI55aMjei1NGXF5vC7HPrMAaiJO+fRtoJkKFG6HUiTi3kvTPNub2ZhiFM5ZFTYIi3gR0wySRMhBFcDvkd5Woxfnnn8+qVasAiMfjdHZ2smbNGr7xjW/wX//1X/ziF79gypQp2fWhUIgvfvGLvPrqq8yaNYtrrrmG2tpaEokEu3bt4vbbb+fee+9l/fr1Bff5yEc+wqJFi7Asi/7+fh588EF++MMfcvDgQf7xH//xb/qcXw9FsixiHITR+p4qgSRiWRZCg7+wc1UWEBfXIU4JYOwfxNrWW3iRfBEBEVBFCI9J3brkAuEAc2sPjs8vx/iAYNtx5cEcjJP6zRZ7T6P2Xopoa8KGUhDXsNrHzE3m822ea0pWBCF/TVKHUArHradjDcZJ/++WbLQqTipFuXB6bs+ZWqdQ40Ve0YA0qRRrJIk4r4oiing9BKMpDnSEaOuLYGS+eHmcMlPrSpja4EeV3/mIaubMmVx66aUFx26++WYeeughvvvd7/KpT32Kxx9/HK/XC8DXvvY1Xn31Vb7xjW9w4403jrteMBjkl7/85bjjixYtKrjPRz7yES688ELuu+8+vvzlL1NeXj7h/qLRaPbefysUa5ZFjIN8wTSUq+agfnoJgiqh///27j04qus+4Pj33Meu3rsSCIGEhEG8DcaYhwOk9QTHxo4fnTrYhqR0xmntyUz4K5M/2plkBjeeiWfaGXeGSTttnXGS1qntNLjGiQ2O3zGGpLZjCMICA1KQQBZI6P3Yx72nf5x9a6WVQBhafp8ZBu3uvXfveox+e875nd/vlU/xD7Vn9XRUs8vxf3eW+H8eNc2YnTzfigOJ/718TD/L3ENyi6RHfWJvnIZiF2YUp4+vCKJPdEPHYLoGLEDMx926PPsauZ1LpkBVFqGUMltiEoFSNYRwMqZWVTDx30BBYPtKVNDBaghjr5qNsuSfk5hY+4VB9n/QzumO/lSgBBgajXP4dDe//qCd4cgkK09dBQ888ACPPPIIHR0dPPvsswC88847vPfee2zZsiVvoAQIh8N897vfLXj98vLy1EjzzJkzAGzevJkdO3bQ3NzMY489xrp161izZk3qnK6uLr7//e+zefNmVqxYwcaNG/nOd75De3v7NHziNPnXLcZQjoW9rBor0TnEP5+oEZtRhCBz24c+0wdzQ4mTMy4UzVlbzJ16zTMV6x89T/y/mqBnJP16ZoDMOSf2y5yWWSpxQIljOoYozJRwsQ1lbvo4W5nXkqNo18JZUwuAtXgG9p/Mw15bawJisYvf2kv8t+3YG+rNaFZD5F8+QI/kjGaFGEfvYIQDTZ34E+xN7h+O8e7hDq7lVJJt27YB8NZbbwGwb9++rOcvh9aa1tZWAKqqqlLPd3R0sGPHDmbMmMG3v/1tdu7cmXr+q1/9Knv37mXLli1873vfY9u2bRw4cIAHH3yQc+cuLUciH5mGFXn55waIvXbSJMd8ZTHxQ21YC2fgHe5An+xJr9vNLMFurMT77VnzWGO2gvSO03Jr0jeQ8bOrIJLnWkU2dOY0pU7G8+FEr02NmRIe8TJeJD1NnMxgrSpOFRpQSmUl6uj+CNH/OAy+xl5Ti7WwCv9Ip5n6HY2jijOCsBDjaD7TO2GgTOoZjNBxcZjaGaUFj70a6uvrKS0tpaWlBYDjx80X1uXLl090Wl7Dw8NcvGiWRTo7O/npT3/K8ePHWb16NfPmzUsd19bWxq5du9i+fXvW+U888QQjIyPs2bOH+vr61PMPPPAA9913H7t37+YHP/jBlO8rHwmWIq/YOy3oM314Z/qwb5mDe98SYv9+BN3WZ0ZWwzEzFfn1m4j+5KOsc63qEvyePNtBJiuZAOQok22aux6alPl7pyixlpn5XHkAIon7yMyYTZ3joEpddPcIVkV2ey3t+TASNwk8lkp1JvG7hrDmhbHW12LXhVKjbyEmEov7nEnO0EzCqXP912ywBCgrK6O7uxsw64fJ56Zq165d7Nq1K/XYtm3uuOMOHn/88azjwuEwDz30UNZzAwMDvPnmm9xzzz2Ulpamgi6YzNqbb76Z3/zmN1O+p/FIsBT5ZSTo6OEYyrLw/9gLgCpxUUtnYK+aTezFT6A3Y5o0YKPmh+HkxfydQiYjeVpc4x/uHP+4ZKJPZRH0jI552bmjkfgLTeY+fG3WUC3LrJUWOwT++hZUwMFv78ean27yrD2f6NMfojuHcO5sRFWXYm+oR49E8T/owPtjn9SGFVMyEolnrVEWMjB8bU/vZybYJP8eHBwkHA5P6TqPPfYYGzZsQClFSUkJ8+fPp6JibDWs+vr6MVtJWlpa8H2fl19+mZdffjnv9a1pzCOQYCnyshfNIH66B1wLqzyIChVhr6/DO9Jp6qkORHDvXGgaRGeKenj7TqUfBywIF0Nu15K8b6rGBtjkL5hQAAZi+ad28wRKAMt1CHxzHd7BtkSjZg2JGVM1sxSrsgSvtYf42y1YrT24WxaZF4ei6E5zv17zBfRric8TSP9jldqwYiqmui3EuoxEtSutra2NoaEhVq9eDcCSJUtoamri2LFjbNy4cUrXWrhw4aTOKS4eO4OTXNe9++67x4w6rwQJliIv59a5WHPKoDyITnzLde9ahB6K4TedN0FLg7v1RqL/+kF6lJcr5kPXOIGyyE7VawXMNauKTGJQZlIPQF/O43xyRph+zwjODWH08mq8I50mieeBZXB2AHvVbABTTL1zCK9zCHttHcq1UBVFOJvn4/+xF/uWWmJtiW4jGQlO1qKq3HcXYlylRQ7FAZuRfJ168piZsyxwLXnuuecAk6UKcNddd7Fnzx6ef/75KQfLy9HQ0IBlWYyOjn4u7yvZsGJcVkMYv7WX6L99SOSHvyP6359g31qHfccCrMYqYj9vQl8cwU5kkealyV8SL7cwQZGDWlZtRm/JKajABPvNcr54q/V12S3DKgJY88MA+C29Zr1yJI53sB3rC3NRIfPLyL5xFlgK1RAi9sJRIv94iOgvmtAxH3frjahwkVmvTL6fpbC/NP+a2kAurn2WpWisnXyx/UXJ7PJrzJ49e3jmmWeora3la1/7GgC33XYbmzZtYt++fTzzzDN5z+vr6+OJJ56Y1nuprKzktttu45133uHQoUN5j+nq6pq295ORpZiQ7k5km8Z9/COd6O4R7GUzTRcSwD/dk31CwCq8ZQRM8Il4JvHGVjAaN3spM5NwxvsWbimcOxtNMYTWXhPsIqYhc0p/lNhbrVi1ZXgnu9O3crqH2E8+JvjoWgDsVbOxVtbAUJTIUwfNZ2q6YA4ejqLmlKemhu3bF+Csr0O5V3/TuPi/Z3F9mNbPBhjM3V+co3FOBaGrPM3f3NzMSy+9BMDIyEiqgs/x48dpbGxk9+7dWQk9Tz31FDt37uTJJ59k79693H777akKPk1NTbz22msUFRVNaq/lVDz++ONs376db3zjG9x7772sXLkSy7I4e/Ys7777LitWrODJJ5+clveSYCkm5HyxATyNd7TTVK4JBYm/1ZLnwESR8dzp00w26d0biZhoNVaiLwyjI+lCAARtEyjHyYdQt9ZhrZ5NvHsIK2Bjb2rAb+/LOADQoP/QmS4Gn2kk+5eVshSUB3HuaMQ70YVO1LT12/sJ3LnQ7CnVGmddrQRKccmCrs3m1XW8faSD/qH8/04WzKlg7ZLqz/nOxtq/fz/79+9PJd5UV1ezdOlSHn300by1YUOhED/+8Y955ZVX2Lt3Lz/72c/o6+sjGAyyYMECHnnkER5++OFpv8+amhpefPFFnn76aV5//XVeffVVXNelpqaGtWvXsnXr1ml7LymkLibFH44Sf+M0VATxD38GvZGJT8g3wszHtUwpvZbeqd1Q5jRu0M5eM1VAXQXkNpZ2LRPUbwhB+wD2jbNMklIGHYmbEWbUM1tm7l0ytfsSogBfa851DXHqXD+DIzGUUlSHi1hUFyJcFrzatyfGIcFSTEr84w7ie83mY+v2G/DfaB33WOvm2ViLqlClAWI/+Th7hGiRXXBAgbW02hRuJ/v5aWn6XOxgr6k1I+M8Ad795lp0cxc66mEtqya+/yQEbeybarCXzUI5sqwvhJBpWDFJyYQYAAvFmDFjOJgKRvr8EPGPP4OAhVpVg+4egbb0KE8tqDTVdaIe2Jbp/JHrcgNlMih7Gu+9M9mvJQsUFDvojkHib7cC4H1yIZVN61eV4KycfZk3IYT4/0KCpZgUa1a6mojf0ovz5QV4J7pNck2Rg/Y1OhUsk7VkffTHnSY4pU4GFQqiT3tmDTO3qk4eqiGEqirCPz8E5yZZBSWU2EaSJ0nIuXMB1qwy1JxydNdwqjqPVVOGn9x6EpS1SSFEmkzDiknJqmqzeT7OF+dlvT76wlFIZMhSbCdqsY5jsuuZYILW7LJ0I+kCyT9g+mLq7lF0YsRqb6pH94ziH0tP9dob63G/bPrx+T0muciqLjUZtqMx7JtqpIuIECJFgqWYNO35MBRDVaSTEPRAxEy5Ftl4r56c3jesLsnqQwlAWQAicVPsIClgZ48gFWa0mKwGVF1K8Jtr8Q62EX/9dOqY4N/8iWS3CiEmRb46i0lTtpUVKAGizx/Fe6sF79WTqFUFaqVWl0ztDTPrY1YEzJ9ZJelAWeqaPpolOasJyU4jSReGiPzDAdSCStQ8s9lbzSzJnh4WQogJyMhSXDLv025ie46lt22EAjAYu/QC6hNw/+oW7LoKYq+fwnu/bewBmVm2FoAaU0fWWjoT98Eb0Z8Nootd/PfPoAejuHcvQpVLyr4QYnyS4CMuiY7GiT33h+y1w2T91jLXBM3JyN0ikvk44+fYvhP4X6jHO3WRvPzsn9W8CqzacryD6W7pOrGnze+PEHv6w9S141XFqfVLIYTIR+ahxCXRw7GxSTYlDihQlcWmSPp4ShKtP8oDUF9hplJTFzZ/WfcvhowMXM4O4v3iE+icRPcSMNtVMkuGOQo9GsfvGTEl+jICstUQntQ1hRDXL5mGFZcsdrDNlJPrHobSAGpuOfqoyThVCyrRuXVjk5IjxgVhON07/TcWsHHuXYxVW0702SNme8qAGfXaG+ux19QSf+VTCAVwvrQAS9ptCSEKkGlYccncDfW4G+oB8C8M4R07j1fiQrGDtXIWXtcQ9OepgZkcPQZd/KlU6kkWE4Cx07eZvTCjHvbcEBptGj1HPJMMFPWwF87Aqiwm8PWbLuETCyGuVxIsxWXzu4aJ/vP/pJ8YjuG9dBxrUz0MRE2FntF4Ori5CopcKHGwHlyO/8Kx1KmqIWQq6xzPU9WnIggXR8zPmVtDllfDsexyefHTF82IMVE03b6lFue2ebJ3UghxSeQ3h7hs/vn8VXX8A23owSiBh1ZkjwJj2gTRDzuyAiWA8+By3LsWmcIFuZKBEkxR9KScQAngvXkaa2EV9tparGXVOOvqJFAKIS6ZjCzF5RsYvy2XPjeAPxCBxkpo7Um36BqH33QBb//J8admi2xUdRm6rW+cAwyrPoSyLdyvLC5w80IIUZgES3H51ASvjcaJ7/kEVVOK+7d/SvSffgcXR8c93GvumngNc9RDdwykHwctiJh1TOfPl0KRA8Mx7JukCLoQYvpINqy4bFpr4r/vwPvlCfOEY6EWV6GPdWUfGLRx7l+K99E59KlxMmUvhzKVeQJ/sSqryIAeihL71QkI2Lj3LJYSd0KIKZNFHHHZlFI4C6vST4SC6PaBsQdGPOI/b7oygRJAg74wjHcyu3CB9/sO/OYu/COd+Me7xjlZCCHGJ9OwYlqoiiLcrcvx2/vxms5PuI45RjgIcQ1DUWisgovDE07VZr3v6tnokxez3s8fiKB9H+9AG2iNmhc2205cC1VbMcVPJoQQMg0rroDRv3t7aidklsebVQrnc6r05O6vtJUJrgAN5XAmZxRbXYK7sYHYS83m9PuWYC+vNr03ZQpWCHEJZBpWTCuttWmjNZGKnNfrM0Z7PSOMkdkgWpMOlDA2UAJEPHMficQjFSpCBR0JlEKISyYjSzGt4gfbiP/6lHngqOzANp7M6jtJ5YGpTeVaQF0FtPWbh6tqcDY0gNZYNWWTv44QQuQha5ZiemW2xcoNlCrxxweKHdPE2Sd/S69koLSAcDHEPfNcvtgbChJ8dC3YiuiPPkJ3D5uydpmF2IUQ4jLIyFJMK+37RH70EXRkVPWpLsGaX4nuGk4XV68pNYH1wvDEF0yOOotsGB1b0UDND0PUg/Ig9I3i3L0Iq7oUFZTvgUKI6SO/UcS0UpYFw4lkHQX2+rmocBHx/SezD8zXastRZuSYHGmqjJ+DDmReO3G8bulNPDBrl977bdgPrZimTyOEEIYk+Ihp5961COuGMO79S3G3LETNLrxmqGpKce5fivvwSjNFC6kpV1VTRmDHzQS/tR41L2SeLAvg5AuKvkyUCCGmn4wsxbSzl8zEXjITgPiH54jv+xSCtmmVlanEgeE42ArdOUR8zydYN83C3liP90aLOabYQcc9M9VqK3RvYv/lYBTlWLh/uQq/uQvv4w6I+tgraz7HTyqEuF7ImqW4YvyLI0R/+NvUCNG5sxHv9x3o5DplKIC9vAatwH+/LX1iqQtDsaxrWUtnoiqL8Q6a46yFVbjbVqQ6iejhGDoSx6osvuKfSwhx/ZGRpbhyYl56KrW6BHtdHc4X6om+24r/div0RVPBL0tOoATwm7tgZrFJ+Clxce9fktVyS5W4qBL3Cn0QIcT1TkaW4orymi+gu0ew19eligLo/giR3YfybxkpwFpXi3vnQpQty+1CiM+PBEtxVfhDUfymTuLvtcFg1DRzjvtQU4oKFaE7h2AkZtY5q0tSW0xUVTHBnbde5bsXQlxvJFiKq87vGiL++mn8E90ABL61HmtGCaN//x6MxFFVxdirZuMd/gx7UwPO6jlX+Y6FENcbCZbimuC19BD/1QnU3ArcP1uKUgrv1EW8P3Ti3FKL1RC62rcohLiOSbAUQgghCpAsCSGEEKIACZZCCCFEARIshRBCiAIkWAohhBAFSLAUQgghCpBgKYQQQhQgwVIIIYQoQIKlEEIIUYAESyGEEKIACZZCCCFEARIshRBCiAIkWAohhBAFSLAUQgghCpBgKYQQQhQgwVIIIYQoQIKlEEIIUYAESyGEEKIACZZCCCFEARIshRBCiAIkWAohhBAFSLAUQgghCpBgKYQQQhTwvwLqTlj0k9TjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 492x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot cell-types for reference (RNA)\n",
    "sc.pl.scatter(rna_ad, basis='umap', color='celltype', frameon=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:16:02.680915Z",
     "start_time": "2022-01-19T06:16:02.505233Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 492x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot cell-types for reference (ATAC)\n",
    "sc.pl.scatter(atac_ad, basis='umap', color='celltype', frameon=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:16:02.904592Z",
     "start_time": "2022-01-19T06:16:02.682278Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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gA3p6eliyZMm/HCTcfPPNrFu3jocffpgdO3Ywbtw4enp6ePPNN5kzZw7vvffeECeCzwIXXnghtbW1PPXUU5x++unMnDmT3NxcfD4fra2tbNy4kfPPP5+f/OQn/9/PKC0tJTs7m9dffx1ZlsnLy0MQBBYtWoTf7/+v293g08MQl88BOTk5vPDCCzz55JO88847vPrqq6iqSkZGBhUVFVx++eVUVVUNlk9JSeH+++/nwQcfZOnSpYPG83PPPReXy8U3vvEN0tLSeO6553jmmWdwuVxMnz6db37zmx+bQPDiiy+msrKSv/3tb2zYsIH3338fj8dDdXX1oF3iMIsWLaKmpoZHHnmE9evXs3r1aux2O1lZWZxxxhmcddZZx61tNE0bjPy+8MILP7HsmWeeyV133TUYuHrOOecQj8fZunUrtbW1RKNRsrOzWbBgAVddddVgm+bn53PTTTexYcMG1q9fj9frxePxUFpays033/wvlzYBMjIy+Mc//sF9993HihUr2L59O6Wlpdx5553YbDbee++9z2RHeeeddzJ79mz+8Y9/sHbtWgKBACkpKeTm5nLNNddw7rnn/lf3lySJBx54gHvvvZe33nqLUCiErutMmDCBYcOG/dftbvDpIejHWmA2MDD4zPCb3/yGP/7xjzz88MP/lru3gcFnAcPmYmDwGeFY+c327dvH448/jsfjGZL+xMDgs46xLGZg8BnhggsuoLi4mMrKSmw2G01NTaxYsQJN0/jJT37yifYiA4PPGsaymIHBZ4QHHniA9957j7a2NkKhEC6Xi7Fjx3L11VczZcqUk109A4P/CENcDAwMDAyOO4bNxcDAwMDguGOIi4GBgYHBcccQFwMDAwOD444hLgYGBgYGxx1DXAwMDAwMjjuGuBgYGBgYHHcMcTEwMDAwOO4Y4mJgYGBgcNwxxMXAwMDA4LhjiIuBgYGBwXHHEBcDAwMDg+OOIS4GBgYGBscdQ1wMDAwMDI47hrgYGBgYGBx3DHExMDAwMDjuGOJiYGBgYHDcMcTFwMDAwOC4I5/sChgYGBj8KzRvGK3Zi2A3I5ZnIIjCya6Swb/AEBcDA4PPFHo4jlrfB4KAVJGOHlcJPLyG199/h+ZADzXnzuScm7+ELBvd12cZQdd1/WRXwsDAwABAT6gklu5EXdkAgDS3gk2t+7jgluvoDHsHy1WWlfPam29QVVV1sqpq8C8wxMXAwOAzg9YXIvajt5OzllmlBJu6qfnZpfT7B/jG2HOZmlvDO01beLj2HWpqaqitrUUUDdPxZxFjXmlgYPCZQbCZEPJTEDIcqBtaeH7L2/T4+rll4kXcPuUSAM4pnURcU3h8zzLef/99Tj/99JNca4NjYUi+gYHBZwK1sR9l+QGk8QWII3IgkuAgPgDmFo4eUva0wjEA1NfXn/B6Gvx7GDMXAwODE47W4kVr90O6HbqD6JKI8tJOCMQBkKYXI84uo2SgAIAVbbuYkTd88PoPWncCUFZWduIrb/BvYdhcDAwMTihak5fY/avAIiOWpKHtaEc6dwTqK7WDZYRCD+LMEgKN3VR/9Sz8oSDfGreI6bnDeLtpC3/Y+QaVlZXs2bMHSZJO4tsYfByGuBgYGJxQlDUHSTy9FbE8Hb0/DGYZoSQVvd2P3jIAgHR6FWg66vt1rB9o4OJX7qYncMRbrLS0lNdff51hw4adpLcw+FcY4mJgYPCpo/WH0fb3gFkCh5nEA6vBYUGqzEguj1llBLsJwWEBk4huM6EoCcRVTbTMTKfBFGDrvl1EAkHGThzPwoULMZlMJ/u1DD4BQ1wMDAw+VfRQnNgj69H39yKWpCKML0DKdqI1ehHy3KBoxDWVpr5OpLBCaUo2m4qjxAJh0rs1vqm8j0+JkGKycX3NPC4qm3qyX8ng38Aw6BsYGHyq6L4I+oE+pDnlaDva0VcfhAtH0TXSiUMT6W5o53l3MwNpUdJyHEzLSuXd9t3s6G9mbu5wfAcjAPgSEfb5OtB0DVEwHF0/6xjfkIGBwadKzGFhzRdn8Zw7m90TK7hv/wcUzh5PUVERmWUFLLzjerxdvVglE5IossvbyjttO+iMDBDW4kPuVeBIoz08AICma0POaT4fWl8vWlMjWlfniXo9g4/BWBYzMDD4VHm3IU5HSGMgqrHphQd54p7vIdotpEwoJ941QGh/O6YMN8N/ew0eTyo3DjudXQOt1Pu7CCSinFs0nn2+dtItLjxmBz1RP2ZJZmtvI4tLJrGoeAJybS2JfzwBgog0eRrqhg8xLbkKqWb4v66gwaeCsSxmYGBw3PFGNUIJnSy7SFzVeWJXlHA0xoYHf4HstjPsN9dgTncB0Pb3FXQ+t4bed7cjL57Kdm8zb7Vu5+LSqWiJOOFQgDXddQDMyq7GLlt49uA6AH6581UmWzLJ+ccTEE/OctQtGxFLy0hs2oDgcoOuI+TmIRguyycUY1nMwMDguLK7V+HLbwS49OUAj+6I0hxQiaoQbtuLEuwndUbNoLAAZJ87GYDAriYcsgUR+GnaRK5ffYBvbmjlilgKHpOdKypmsbJzL2hHlsMu8VSRXXcQhI+k4BcFkGWkjAziv/0l8d/+EnXtKnRt6DKawaeLIS4GBgbHldfr43SFk6vtmzoV0m0CJhFEsw0AxRceUl7xJz+XZ+RxfslkCEeYs3wT5oYGqD+AZcUKbq85i1I5ja9nT2e+rYhMs4NvpY3ha90mpM4OpLnzwe4Apwtp6kyE4lLUVSvg0Kq/8upSdL/vBLaCgbEsZmBgcNzoC2ukmAXOKDVhlwUa/RqbOlS+NMpCZ+lweqtG0LJuN33Ld5I2ewQJb5DmP74FgG9MBu1hL/PTyxFDW4/cNOBHiivMvB+IZYBL5PFLzsC5/E3o7kIDhJJSxDHjEHLzEPMKELNz0DauQ++OJu/hdiMYcTEnFMOgb2BgcFxQNJ37NkR49UDS9jEqQyKhQyiuMz5HxiTqKM3LuX3JRUQiUUSLCS2ugK6TO3MUud9aQI4jlTk5NZzbHqXk/VUgCDTMm01rTglzNgsgRtCjLuTxCZTnHk/aUzIyEStr0EUBwZ0Cfh+6349YWYXaeBCCAeT5ZyGVGHnITiSGuBgYGBwX9vXFuXlZBF/sSJcyv8SE3STwUl1ScBwmKJdeYdPTT9C7uxuvlEr5qRcx+UIH6wfqOLtgLG+0biPT7OASRxmZVhem3EKUYJCihmbKV65HSM+CokIEsxkhkQCnE72rE233LhBFpImTUTckDf6mL9+AVG2kiDkZGMtiBgYG/zXt/gQftimcUWpiIKbzXmOCkRkSw9IldvWqg+VCCcgsGck5t/yQXNNEant0ilUv8yObqMoYSao9HRGBnniI38d3MiOriu66BuoCnVglE7+bO40Ry9Yijh+HEImgrl0FkPQGKytHb6hHTyiDz9P7ek94WxgkMcTFwMDgv2ZLl8YjO+NoOrjNAteOsZBQYWuXSpH7iN+QxwKVKZk8urWMqJqgwiNwbVaQsmeXcZ0soztdpJ4/nwea15BtdXN6znB+tOMlAKJqgtocK6NGjkaQRLR9ewbvq3e0I46biG53oDuciFOng2wCmw1dVQ035JOAIS4GBgb/FaqmUz+goh1aDfPHdbxRnXVtCu1BjQK3ie9PtRFXdYpTEqxudRNVk4UPDOh0p1koB1AUhAEvZ4UtzKo4D/GtN9ihHBzyrOywgrZ9K+zfR0duPnuaWsh1OhhWUZG0vaSnQUKB7n60/XvRVq+AeBx5yvQT2ygGhrgYGBj8d2ztUki3ieQ6RTqCGpIAOQ6RmnSJUZkiigayCP4Y9EfM5Dl0IOnFJQApcT/i6LFoLU1II0YjVg3D9sif0VuaGNfXx89Pncheu0CpM5NpL71PMB7nxtff5vl9B9AOmYynVlbw14MHqZw3H1xu1P17B+unrlqBNGkqgmhEXpxIDHEx+EwQU1XWdXbTG40yOj2NSk/Kya6Swb9JX0RjbWuCXIfAhdVWrDL8eVsUXwyGp0tMyBH5zcYI4USy/O3TbXx1nIX9HSFmSj3ULH8WTQDT9V9DyskDQMjIRG9pQgoEmPXGauaMGo1ujUN6Jkv++jivHGhgfHYmC8pL2drVw2t1Bzi7q4vtp8zF7nSC3Q7hZPyMkJtrCMtJwBAXg88E77W08dNNW/GYzcwryGN8ZgZtoTB5Djszc7OxyMZP9bOIN6rx0JYo/dHkDKInrDO3WMYXS57f3acyp8g0KCwAtb0q35psR7V3kHjiSYhFkM+7EDErh45QlOUtvURHzWRGWQ0lm9YgFhahrluDUFTCgeLxvHKggWl5ubzzhcXIh0Tj+x+s5v7N23i+sYUlThfSmPHooSCC2YJQXnmim8UAQ1wMThJxVaU/FsMpm3CaTWzv7cchy5xWkIfTbGJ1Zxf7vAPU+wP8aNJ4ziwuPNlVNjgGcYUhrsfeqE667cgsQRIg1aqQagXvoXjGqrRkqhaptAzx5lvQlQSC24MO/HHnQd5p7gHgbaeNB087C+djfwK7A/nMc9j2j+UAfGFY1aCwAHxxeDX3b97Glu3buTzFDk43WtNBxMIipMqqT7kVDI6FIS4GJ5xAIsFfavfw/IGD1KR6uH5EDR6LmS9UlOE2m4irGg5ZZlR6GrPycjjoD5zsKht8DJkOgRsnWLl/UxQBuGG8len5Mr6YzkGfxohMld9s3870/DxE3UFNmpU6fzsPbBc4uySbshQnh7OCheIKW3uOpGhpDkYI5A0j7ZY7EWQZwekic9h+APb29Q+px55DnzMzM9E72tFtA4gFhehZ2YMJLQ1OLIa4GJxwtvX08uyBpBfQbu8A77d1EFc10q1mDvgitIXCbO3tAyDfYefbY0adzOoafAyxhMaOHoXqVJG/nOnEJEGpR0IUBL40OplH7Efr9xJQVN5uaQFANuXw6sHkXisHBkL8auYITFJyBhJTVRaUZPPonmTZuQUZZDmsiCbn4DPnjKmkMD2Nh3fUUpWWyqLKMjZ3dnPLijWIosjlX/4yUtCH3tSE4HRCdiFqw0HErOwT2TQGGOJicIKJqyrBQ0FuCd8AfWvXsMIs05yWydcuvpDuSJSmQHCwfFsoTKrFcrKqa/AxxBSdh7ZGeXF/HIuUnLGcW2nBH0uwvstLQtOZnO1hbkEG7zV3o+owMs1Feyg6eI86X5CoqmKSRPb0B7hlzW6sssjVw4soctmYlO3BYRraRQmrV/Lo6aeyeOmrfHvZSr69bGXyOPD7H95KqdOBsmEtQkoqujkF9XUT0vh0dF1H+GjmZINPHSP9i8EJI6ooLG1o5O2mVryrV/Dqz+9CTxyx9BYOG870H/+MmuIi3mpuBWBWbg5RReWbY0dQnnJsD7JtvX3s7O0n225jVl4ONsP4/6mzvSvO1949kt24Ok3i2tEmVna1sLS+A4AZuan8eOowGv1hBmIJSt12nqlr49m6dlwmmetHFXN+RT4AD+1o4Im9rYP3+/XMEczISx/yTF3Xif/+PvTmRjqCIR7v9VLb3EKu1cJVX7mO0V+8nMTf/oS+d/fgNcLIy1F3WrH9ZASCw/hdnEiM1jY4YRzw+VnW2o7L28cTd/0UyW4n/4qrsOXm0fPBMlpWr2Tr7+5l6gN/4Nrh1ZgEgXWd3Wzt62dTd+9R4qKEvezv7+ObG/cSVVVE4I/jSiiTI5g9RZhT8k7Oi37OiMVivPTSS+zbtw9HRgGZkxdRlu1CFkE5tEWK2yzQHlJ4v6Vn8Lo1HV76o3FGpLsHj31lZAnjMz0sb+1lvzfEfm+AqlTXUQOC/QNBBAGm5x4RGEEQkE85jcTfHyPX6eCWmbOQzjoHze3Bp2hEVQ3Z5WZwtCyKIJgQC21gNlyRTzSGuBicMEyiQKnbxe/vuxdNVSm/7kbSpkwFwD16DPG+PvavWYO3vR1bURHre7rZ2edNnjebh9wrEeim/a07OZAxnaia7Ly+X55OW2stPVqc4p7HKZz3PSxpJSf0HT9v7Nq1i7POPpvWQzYTANn5Hc6+4ym+tvAUXqqLk2YVmZwn0xVSGZmWytrOpMCMyXAjoLOxy0uGzUyp20FC03i3uQfQWdnlpc4X4oFTRnF6YQYHfEF29wWYlJ3Kqwe7+NvuZh4+bSzVqUc2FpNGj03GwIRDCHn5xExWntjbQndngAWKi+rKqcihEHpPN+KEuWjhLEynpyOYDHE50RjiYnDCkEWR91vbifV0A+AafmR/c0EQcA0fTmBPLd3tbZgyM5mS6gBdZ2ZuLjNzkwZZVdfZ7/URHejE5m0h19VFmjkNt8XG5rDOOz0OwMF1hedxbtsulGAvuhbHljMKyeo6VrUMPgZVVVl03nm0traSf9bXSB1zOv7962h55V7e/umlLJy9j2y7jYSq8+CWKMVukS8MK2BGXgqKplHssrO0vpM3m7pJt5q4cVQpOrDXG6ArEmN+URZ7+/34oglSrWZ+OnUYj+5u4qn9bYQSKpIgEE6oR9VLzMtHDyno/gQHFT+7Wr3cvtuKY1/SCUS/ZBHyBW701jiyTULMtZ7gljMAQ1wMThC9kSiP762j0OVkT24uAL5tW8mYNQcAXdPwbd8GgsB6FRbp4Ih0c7v3daz2sUTWv4uWPYz3xRJ+uW0nANeN+jrTtt3LHRUW+otP4yc76gaft7RfZ1J6NuHGWlwb78cz5iKy53wT0WR0NP8u7777Lg319eTMvYrSL/4UAM+I2SCINL9wFy88/yzWqUvojSQXooalS5xabMNucvLCgXa+uWoXAvCl4YU0+SK82dxDXFVpO2TUf6Oxi5tGl/L0/laiqk6uw8KwNBdRRSPDauaskiz+WtvEiC4vF5XnkWFPOnaoXVHifzuIfjBM8TAnX5iUjmPfkeU47f0eEl0xtOU9IIL5K2XI41NPbOMZGOJicGJoC4V4u6WN0wvzOX/JFfzxjddo/PMfiXZ2YsvLo2fFckIH6kibOh1L+qF1diWGEhlAjwbo3/wkWsWZPKgfSUD4cHuUKaMuoSjUTFrnanKshXRGkzENNQ4Lto0PIudPQR52LgPbnyNtwhexpBadjNf/n6SxsRGAlJoZQ46nDEt+B7X7G7n9MjOiAHaTwNxiE06zSHc4xkM7GjitIANJFEmoOoGEgpaAFPPQLkdHpyMcY1V7Mk5lVl46D88dQ3MwwpqOfjJsFt5u6ibVbOKS6gIAtF0+9IOHUrvsCVI5wkkiw4SpN+kcIlY40bYMJB+ggfJhnyEuJwFDXAxOCJk2KxlWK++2tCELIpf+/Jc8/6M7aHv26SNlxoyl6sabWFJTRTg8wEjvFtLGX0akYwfumrMQU/IoiVip9SVdlTPMJjwZJchCjDSTlVtkH2vJxWFzMr79LeKdO6FzJz2z7sBTEUOyOD+uegbHoLIymTbFu3MZmdMuGDw+sGMZAJ78cirTJE4pGmoPs0gCX6wuoCscozeSINNmJtVqxiwJCECxy0ZnOMbFFXlkWC1s6BoYvHZ1ex9XDS8kpmh80NpLXNM5uzibuPaR5TF5qP0k1SajnudGiMqICRNiqYPY5iNBlmKh7Ti1iMF/guGKbHDC2NM/wPqubkRBwC5L1HZ08uQLL5AIBHBWVHL7+YvZ0tfPtp4evj9mGDPTbITbttP59o/Q1QQIEvY53+WhUDYmdK6ztWJNhIh07SbauRs13AeijGRNwZpdQ+jgmuRzJ36X3LzhTCmpRjQZMTP/LpqmUTV8FPX7dpM1+zLSxs7Hv28d7e/8CZM7g3c27uOUSg8A4YTCSw0dLGvtZVpOKujw193NZNosnFqQjsvfz/NLX6S2q58JM2dRPWY8lR47iga7+gNs6h4AYHxmCueW5vDonmYaA5HButw3cwTTDrkmawNxEi+3o+70IY1PQR9oQN/bAk4r5mtPRUh3onUoqBu9BEotvJEaYteAjzn5WcwvysNkJLE8IRjiYnBS2Nbby/fXbmReYT7BeIJil4M3m1tpCYYAqPT1E3j1Zd55+w1kNOaN8vC1M3IZMf86AgNdOBwuvD1N1JVfQFgTqPJuxb7r7wAIJhuumjPx71xKvOIsHrbP5nJrD+VWlYxJVwDJ/d4/7PDSEoxQ5XEwMdtzspriM82GXfu5ePEimg4cSWFvTstj+Lee4s9XT2dSngmA5S093Prhkc27FpYeicQX33qGDx/9Ax/tatImzeK3f32EmCizo8dHjsOKXZYocFoRgXdbetjW6wfAIok8ecYECpw2NF8cvSMKbhOCS0Ld04zy5JrB+0pTK1C3NMIFk9le4mG310djIMQ7LcnYm9/OnMDUnMxPq7kMPoKxLGZwUih1uZmYlcEL9QeRBIEfjB9DZziCCIwL+vjbjdcTjcWpyLYSiQss3djH2v1+3puu4xh2NmbvAZZbxvFEYzLvWKVzFN8rPQ25aQWZM2/E75xDe9Z81oc1znFZKejYjqqZiPoidNbL+AYU2swJ/tDZjK7DA6eMYGym+5Mr/X+MvojKLrWQKx9eT//O5fS11rMrnoNr9OlMKbBSnnpkd0f/R7YWBogdSueTXreVxx95CEt2PgUXXIFkd9LxxnP0b1zFD++4gzf+8hDBuEIoofBCfTuFTitLqgvJd9rQgGBc4fLqgqSweOPEHzmItjcIJgH5dAeCHELIctNYk8vKTAcmq5nZuk59LMQda+oBSLdaODU/m+VtXXhjQ/OMKZrG+s5eOsIRhqd5GJ5mbPVwvDDExeCkkGIx871xozm/rBSnSaY61UNKvJ8m3cFDS84nGotz/5fKmDfSg6bp/HlZJ/e/1cFDT73Lg49eTzynirVrtg3ery4YJjHyfPKKxxD3dRALZKBsTuGKCe8SePcu/LoGkpmAfA37VmoggEd28oXJ+fy9s5WWQMQQl39iX5/K07tjRFXAM4fLpp/OxU4RiyQwJU8m7SPZj8dlplCRYueAL0y+w8qkrBRcZomf3fEoADXf/zm2/GIAPGMmsfXrl9L+7qvYpT8wOt3FbeuSM6OD/gibegZ4v6WXLJsFqyzSGoywur2Pqb1SUlgAEjp6p45at5vIZTP4WUcv9V3JmKgdGQ5G2I90bX3RGGZRpDLFxah0z5B3XNHexW3rtgPgkGX+dMpkKjzG7+B4YIiLwUkjxWJhQtYRG0gEE3ua61m3qZZxJQ7mjfQAIIoC15yaw6Mrunln1SaUUB8Wdw5z8rKp35fsbMocFuTdL9B9cBmZM79GdqFE+64EysAe0DUCwy9kq2cUouUgo08rwNxhR7YIJEw2FuflUOl2nIwm+EwTUUgKyyG6wxrXj7cfs2yRy859s0fRGYqSZbeQZbPQu6eZWHcHJk/aoLAAiGYLzorheDeu4scfbKEsL+eo+7lMMi3BCNWpTnb1B3lsbytLR4zAIcBgCL5dAEUl7LRQIIncarFhjybYb7Eip7rhUAohmyQxrzCXKo+LbPtQ4/7+geTMVyQ5w+kIRQxxOU4Y4mLwmaFXsNCv6ggCg/uxH+bwer0W7qf97R+TNnEJi9PTKJw4lp7+doqkCGqzDbPJhjV/DG9G6ghP06mUJ6FHm/mDXEVtRz/Qz+SUbhb3TCE1y0R6g5NRbXaUsEzThAB2u0Sm7dgd6P81RmVKVKWK+OI60/NNDEQ1lu6LMr/MjOMYEe+ZNguZNgttwQh/3HmQdKsZe24B/Vs+JNRUj6O4HAA1GiG4byfutDT2xnTCfQHOKMpiWWsP+U4bug5X1BQS1TRWt/ex4dCMpM6tMfm6MpT1fQh2Hd3bjDAsn4xMN9+ubcW1PGnzybKZEL9xJj+aNJruUITRJicju0xIKUn7kNrhRV2zHz0YZdH4Ip6TJRaWFLCjz8u7rZ3kO+2UpRgBt/8thrgYfCYIJBJIgkhdTGfUpHFs37CVN7f1c+aYVDQd/vR+J/6IyoUzCvA589A79xNZ+wAli//EX3s6aA4FybGM5I7Fl7EOMy817qLO5+Vpi5W7p9xA7ZatAMzMKSDFZMY8LIrYb8bbnByaN21WCJh6eDy8mV9OO4WRaYbRN8sh8bM5Dja2K/xqQ9Jza3mzgt0kcEbZx3vdPb2vjRfq2zmzKJNrr/8qv/zKh+y75/vknftFJIeTzjdfIOEf4PJvfZc9okRLMEJYUfna6DLeb+nhg7ZeFpTmkFA1/rKrEYAqj4PSVCdygRV5fCqaLwyBNIRUJ4LDAh2+wQmNEElgCsc5ozSX+NJW1HdaiQPSzHRMXyhEeX0b2o5mAFL3tvGrG+byrU07iGsae7x+BODHU8Z8eg37fwRDXAw+E2zt6eX3O2o5rSCP7q/dTN31X+bmJxu5/60OInGNbn+C3HQ7w7/xU66PCuQMWLl54nU09XbSHEoujXXGorzW2cMbLQ1MysxhVFoGDtnM/QebmZadh8dsZXNvJ92RMLvt/Xw7bwbsSkbsO9IBu4leb4Q3mhoGxaUvGiGuqmTbHYj/B1O25zolRGGosb4vcrSDaSCeYFOXD7MkUn8oDmllez8LJ06j7Mobafz7n2h85HeD5ZcsWcL9d/+Ud1r7eL2xiwlZHiZleyhLsZNmNVOWklym/NPcsfRF45SnOMh1JL8rXdPQevzoPQGE7ghCqgN5YhmJve0ACKWZCJkp6CEFdUXv4DPVNX3IC3LQOwaOVDycwArENW3wUEc4KaRbt27lrrvuYvkHH2C12Vh84YWM/+KX6BIlpmRncEp+9v/J38S/i+GKbPCZYEVbB9//cMPg57NlgV1PPcm7776LSRY5a8Ywblw8Dm/1HH7WGSOmqZyekcYpqSncVndw8Lpziyt4pekAAJdVDKcp6ENQBSY6siiwpOGNxrFKEr9vW8+VFaPJ21DIQJGXF7TtKLrKqLQs7LLMDSPHs7G7g1vXryCoJLhhxDgWFpXjsf7fC8hrHFD47vIQnSEdl1ng13MdDM84Mi5VNZ2Hdjbw1L42JAGuGVHMX2ubUHW4cXQpLcEIuw42I+/ehBaPc/q807ji1KFR/7qmoYdiCFYTgunYY15d09A7BlAbe9B2tSLYTOh2K3q7C/n0bAQxhh6OIRZnIKY50eMasT8cQKtN2lWEUjvWr1ei7mok8dQa0EGaVU3inLH8ad9Bnj3QhEkUuHvqOMSDdcybN49oNIolOxc1HEIJ+LEVFDH8Z/dhcjj47awJRBQVVdOwSBLdkRiVHhej0o1sAGCIi8FnhEA8zh937WFpQyMj0lK5deJYSt1uYn1N9G74G/7drwEgyBZWTvweD3f5OTM3j6ukLt6xD2dLXxfVqels6u7ggH8AgEvLa4gs28Bf7v09jW37ke120k+dyfSrr+LqiqmYXDrZzZn8OPIubeFkB5RmsXLdsLHENJXXm+rZ50tGegvAdcPGcH5ZNR7L/738ZG1+ldagRo5DpDgl6YLc1aPy4ZYEVrfKb7q2448rSAJcUpU/GKhY6rZz5/p9XFiRx9L6dlQdCpxWfjylhuGHUvHrkQSJd3egrt6HWJqJ6YLJiFkpqJqOJCZnBrqmo6zdj7qvDaEgHX1tHbo3BCl2pBljoN+E+Yulg2X1gRDIEnpUQN0yAKqOPM6DmGdLnm/pRY+riIXpCFYT4YRCYyCITZIoTXExdepUNmzcSOV3byd14lS0RILmx/5C19uvUvjFq8hbfDHXDivn4T31nF9WyNKGFnTAIoo8OGcSIw2BMZbFDD4buMxmvjFmJFfUVOI0mXCYksbXcNtmFH/HYDldiZFGgnK3h/MKS3i8PoP3mxIUu/LIzLZQ6Ayh6TrjMnP44+/uZ/8jf8csWxlbcSot3fvoev0d3qlr4LxHn2eaVkK7V2FAPLI7oj8eZ2NPBw3+AeyyafC4KAh0RyIc8HmZmJU7pO66rrPPGyKsqFR67LjMJj5v5Lsl8t1H4lpUVWfZ2jhNbRopKTrDc92s6+1ndn4GLzd0EjyUzfjiyjxMokB/NI56aBjbGozSEowMiota34n63i4AtL3t9Dd08WxHH2s6+plflMmFlflYA1H0zgFoG4BoArEkE9UbAl8YAgFwJLNm65qOsmY/ygvrwWbCfNUpmM8c+n0JooBQPNSmZjfJDE/zoKs63d3drF+/npSxE0mdmNwSQjSZKLzsS3S/9ybejR8y/YqraA8ll89CCWXQ3hPTNA76Q4a4YIiLwWcIsySRbf8nTy1NxVw4iXDbNtBV1ILpFOdP5i/5udT1h1nRO0BC0zngi5LTY6IqLZXeaARrNzQ9vZQ0Vw73fvUDMj0FKGqCu5+8lA373uLq2RNRFYVR1ZNYdOP1LCswo+gai0orWdbayJTsPMpcKQxPzeC9tka+lDEeR9SM02Q+qt7LW/u4Y91+VB0WlGTyzXHJ2J3PM6oGA/5kl+rzCYxJK2TCyBRSrDLLW4/YOfoiccZlpuD6SMJKWRQodCaXF/WgAv44QmEWQm4pRAVWW8w8sS9pcP/jriYKTBZOEQXUVXtBB703gDi6CGxmiMTBYkWelpG8X5cP5fl1SXflUJzES5sQb16AIH1yyhclpNG5SsG3VyGRnxxsHHWNKIIgkGOz8KtpY1ne3s1VNWWkWy28fSgDgCwIFLnsBBMJPuzoIZBQGJ+ZRrHLwdbeflqDYcpTXIxI8/x/t/3/Cp/vvwCD/3mcFXPYXbeP+kn3YFVDbIhnIrbEGB/rY3lLP2cVZ7B/IMSuvhCZNjMKEa5xTeL9h9YQi4Y5b9rXyPQks+mGoj7q2pNeY6bsLOweN7v2bGbXN67l/l88zdwr5/FU4y5m5xXyXmsTb7UcxCGbuDVvDuoHKeROgZpUB43+Aep8XsySRJHDxdP72wdH5a839rC4PIcR6Z9vV1azSWD2FBOvvR9H16E83ca0ajcaOp3hGH/b3YwowMy8dKblpNEcDFPotNETiTM1J5Xh6W40f4L4k00wEEWorEZ9N+lyHCoZaiQP9kXQU6xH4lsAFBWhPAepOAN5diWC7ZDoiwIIAhxe7ZfF5Jrmv2Bgr0rXqmRWZb07jZElw6ndugn/7p24h49C1zTann8aXUkQrRnFhh4vf9xVhwaMSE3h+hGV6DqMzvAwJiONJ/Y28OCu/QCUuh3cMKKKH6zbhqrrWCWJB+dMYnhqCs2BZLqjIpcD4XPmHGCIi8FnGpMzi5xSBz98bw9RNelB9IVMC3/Y0Upc09nRF2JJTS5Ok0yqLcGLTfUM91cgklzCiSeOLHm9vu7PeANd5F24iLxLFiMIAqGGRvbc8lPu+fUdLJi7mJvHTmHpwf2ElGRHE1ISHAx7KVBSyCu0sm+gnx+u/4CR6VkIgkChw0mB08quvqSHlFUScZkkwgmFlxu6Wd3ez7TcVM4rz/6fn83ouk4oomOSBMJRDatF4JKFFkwmgcx0EVkS0LRkjMr03DTMkkhFSrLTHGVNYVTG0NQqWksYbZsPzCJS2hHlmNgjUeSy0hyOMsJhZ0zIjJDnRJpVk5y92EwI6QXobSBMLkkKCqA19aL1+DEtmUnihY0IKTa2L5rAzt3N5DqsnFqQgf0Y34HaEETpPzJLEQSB2y+5lct+eSV77vwejrJKlKCfWHcXlqwchi26gFXt3Rz2L6v1+ihw2pmZl4lVkvDH43zQ1jV4v4P+EPt9AVItZiZmpRFXNRoGAtT7Ajy6p4FR6R5m52VxWmEunyf+t3/tBv8nKPc4+NWsSla1DZBlN6NpGvGPRFkmNI0sq4l6fyvBRByTR2d48TTc9nTe2fQYM0ctprpwEhv3vQ2SSM75CwZHiY6yEjwTx9K6bhNtHc1YHCUUmYd2gsVZTjK+GOKRvl04gyYmZ+fzfMM+dGBuXhETMwvwWHLpCsdZXJZNkdvOu809g0kx323uJctmZn7x/27sjKrqbK1VWLEuzpjhEvsaNAJBHasFLj7HiizB7jqFdVviZKSLzJjgIN0j/Yu7KslZRVxDyLcitJvRu+IU7Ynw27MK6AmHybHYcO2PIEzOQl44DqE4E31ARW+PIZ3iQX1uLUpbP9KZo1Ge3wAJFSwy5uvmscdt5jsrd6Ec+q3owDmlQ7MBqHv8xH5/APvELKypHqJeAXuuzlm2St4873v8fPOrrGzei9VmI+P0s8i66HLiVjulbifrupLLfxYpmVrmN9v20h+LMysnk2m5GdR6fQDk2W045KT78utNbdhlidl5WTyx9yDjM9N4ramNVR3daDqcXpSL1hlHi6hIWSYER7KLXr9+Pb/73e+ora0lPz+fa6+9lsWLF3+mZzuGuBj8TzAxO4WJ2clO/93mXkrdNg76I6RaZJwmmXynhZr0YaRaLXgtXjyai5uuvoe7H/wyN//hVLJTS+j2NoEAejwBliNBgNqhZIa99QK+XTHMKWncMW8mTfEBKlNSGZuRwVXL36AnGuHLNWPY1NMyuEKzrL2ZiWm5LDIXUDjSgiQL7O4LcM/mBkKHjNqXVObijydOaHsdT+Jxndr9Cu1dKsMqZcIRnUAw2QLRGLS0qwgCvPpeDF2H7j4Vu0Vg3qxPFhdl+z7k09LAIqE370ZITSDPKkM72EPalnbSsjPAKmC6sBDRlXSSECaUoPf4YbyEsnY/2q4WAPS6zqSwAMQU9M4Buixpg8IC0PKRFP6HUeuDoOjI67ooHhFHX5yNpVhC2OlgyvWX8o2CLzPT72NcZhpVHjf1viC5DhuFTjupFjMtwRCVKS66IzH6D/2OVnX2sLC0gB9NGo0/nkAQdBp8QV5vagMgrKhs6/UyLjOV5xtaBo89V99EecBMSyhEQYtIfouAvCiNZ15/liu+cTWappFidrFjxw7efPNNbr75Zn7961+j+RX07gS4JaQsM7qmo+4No3cnEAstSOUnx33eEBeD/zlOyU8joeq0h5Kd2V9r2/jamEKKnamcXTCc9T2NPBZfg/1MFxdU3Ufj0ldp37+PfEc+ra2tND/6FMVfvhLRYsb74UZ823ZSXTiJ8poC2msV4j6RoqZc5p5SiN1koingoyea7JjWdrVR4HBxMJAclTpNJjK6U6ldpSKdl6BwmJm93tCgsAC0haKcW571se/TFoxQ7wuTZbdQk3r8NzQLhjRUFdwu4f9rpLu7TuHtlcmO02KBiaOGdhtOh0AioWM26czPjuMIxkC1AUkB13xx1F1+0HSkEW7ENAtaIIFgs6M1NkBCRW9NunwrnQOIlblozX2IsohUnoqYeWQgoIeiqHvb0QNRBKcVRAEh3YmQ8U/5wNKdlKc4yLKZ6Y7EkQQY9c9lAM1+xEFD3O1FmpeKKcODMHcEa1o7uXfDDs5MS2VnUxcuk4mFpQWD5a+oKRv8/1P7Dw65r0WWmJ2f9GBrDoSIKCqSIKAesgU1BkKcVZQ35JhdlvHXh0iYEnzP0sKv3KWkLuvkazd/HZfs4OnTHmR2zhTq/Af54rKbuPfee7ls0SUM25CD3pVAHG1HTZURs83E/9QJGmAWsHw3H6nsxAuMIS4G/3OYJJER6U7+vreTBn+ELJuZ0RlOfre1mdcbe7lmZCaVKekM9+SxUqlEvm463yvJ4aKiFObNnsueD9YwsG4zot1Got+LxWTn2gW/oHOfgidfovegSqfk59Wd9Xx95ARybA4uKq/hufq91Hp7uXXcVAocLnpCEWZo5YRXJ21B3l6F/p4oKRaZfIeFtlAMgNEZLko/JjFmSyDCzav20BKMYhYFfj1rGJOO494yjS0KS9+OEU/A/Nlmxg6XjykwPX0aja0KFrNARamE3Zq0QcQTOq2dR6LXS/IlVBVOnWYiFNZIcUtUFEvoCFxckSD16YPJ9SdJQM2rRCxzkljajrq2DwB1tBt5ThbxRw5CXEc+owZ12/YjFYkkENw2xBEFkGoHjSEoa+tQ39iW/GCRkU4ZBr4I6ro6pBlVYJKQynMQq3MpEUV+O2cUdd4QWXYzY/7J5hNqV2nabqV0YS5ibxDBlsC/fhur1AJOqS7CG4/zG3cmeft6aSjwYAol0HWddV29PH+giRyHjYvLSyh2OzitIIeuSJRtPV4WlRYwLiNt8DlFLgdX1JST67Dz5N4GJmWnAwJ7+ge4aVQVz9U3k2G1UO10krNRI1AKbWqUpjSFre+sYiDu5/tjbmBObtItuiqljJ9O+A4Xvncdzz7yDLcLX0E+NQVleXLAg11EmuhE3RCEuI7eHgdDXAwM/j2K3Tbum1NFezBGtt1CbyTO643JNfAtXVFq3FUEIxo90eSI+B+NnYyxu3ns/rf53X2/Y9WO51HEMMMmnsHi6d+iJGcEthQRe6GKnB3g2cQ2djR2My+/hCnZeZxVUEpUUdB0jdeaDnDH+Ok0t0YJvulC1UGUYLfg53fLG/juuFIWl+fQ4AuT67AwPefjYx72D4RoCSadDuKaztZu33ETF1XVeX9tnMNbmLy9Ik5hrkRG2lBxCQQ1lr4dpX8gOYKe7jcxe4qZeEJn9YY4h8N2igtEevo19jUcKjdBxhfQWP6hSnqaRJVJO+LRpepoHVG0TCvqVu+Rh4VVEv9ohmByZqe84cV81UQSTy1PzmymVKBbZHR/BHa3IU6tHLxU2eNDbzzi5kxMQcxLJ7FsVfKRa/aDy4rpzLEIg0Gcjo8VdjWiE+kTUNPbYWstAA7AketgjcvGdKsDYd9uflXpZpW/D6m2nzutEj/fUkvkULqYhKpz68SRZNttfGvMMHRd/9jZYVWKizOL8/jdjn2IwG2ZVZzS52Ze9ijaImHSV6tYBzQ2OkNYAiJZuok2U/LLS7cO/Q2lWT0ARLQomEEPfCR9dVhDKLLAjhAkdITskxN3ZYiLwf8s2XYL2fbkkklEUTGJAglNZ2tPgKm5bjrUoRtD6XEYMT2NW6Qf8rWeWykaJ9PfohHq1xBlgawKkddNe3h0/67Ba6xS8k9ka18Xrx5KKwOwra+HWWWFNC0MI/hM7IgF+VtXEwD3bWvk+pGF9McSbO/1440pfHtc6WC0+UdJs5oQP5IFOss+NCFkoz/MPm+QDJuZcZkp/3EuK1k6kqP+UJjGUQRCOqIAwyslfAGdA40Ksyab6PNqbNiukOISGDNMJsUNK9cfyTMWjcHeeoVkKi6V+BgH48wCxHWQQMix0jSgk1qVgnV7UmD0Ajv4fB95uoBuEpFmD4NQFG1/B7o3hOkrcxEL0hA9SWFQ6nzEH2vEtKAQwWFGq+9Gt5jBZgenFQ4JtJDpBtNQW48eV1D3tEEwiliSiZifnFXYckRSqiV0eWjnq8gSMU0l02Zlc2Eqq/zJuqu6zmvN7dSkpdATidEaCtMUDA659qPComgagXgChyn5Hf95dx1xNSlKV6QWMucFDSHUjx0Y9oUMEnkJ9kxVcMai/Mo1gopaEWvxJCRR4pF9z7Ck8gLcZieqpvJg7aMAzAiNxnRdNnpL7EglbCJoOqZLMxHSTUiVJyfLtyEuBp8Lyj12fj6jgmf3dzEx202a1USh3UZLIEZdXz8XZefiTBPZ4B8ga4KZHFnEYxeQzBKCBDa3QFaFzALKaQkF2D/Qz+VVIxiRlgzOS7MMXVZItdpItVpxm7pRAq1oSGSaRVoiGnl2C+u7fGzqTnai77f08pWRhaRYjnRi4YTCmg4vUUXhjkmV7PYGKXJZOa0wfbBMcyDCt1buoTMcQwDunl7NKQXp/LtIksBpM8y8+UGMSFRn3kwL6alHBxNazDpOp8DuOpXMNIFxIyWCwSCiYEUSwRfQ2b5HYfoEGY9bGAyetNs4JCxJmnp0pn69Aq0lgphvQ6p24dsVZ2dWJmPmORB0HX2Ym6JxHmJ/PQhxDfOSYkhT0Vb3o9Ult0VGFhEz3YPCAqB3BpHH6ijPf3goJ9hw1HAKYqob02XT0fa0I7isiCMK0bqiaI1+sOtIxS60/R0knv4weSOPHctNZyBmujE5RErONxNvKUFI+KGph57xJXTluEgXRdYEgqRW5WHZ4yN2SBQKnHbagmHSrWYmZaUzJefY34cvFudve+p5vamNyVnpfHVkJTv6Bph+aIvlgqgZMXTE2UBriCLsDTNcg5EzMxD6FIRSC7nrnXy5+lL+uOdJRj0/j1Nyp7Gtr5YD/kYmZ47lTOcs9H4F8s1Ip7ohrCNkyaibgkhVNsSij89e/Wlj5BYz+FzRHY5zx4cH2N4bJNZQS/zlv1G7fjWCIJAyejKFl9xI2fBRXFiZharD4vIs3JahYyxNUYmrCtaPeJQFEnHeOFjHju5OppjszNPNWHKzSfzhcTjkCdax6CyetKZyblk2f9zVzLae5B7wC0oy+cHECuSPzFz+uKOJx/YmvYcmZLn57vgyit1DR5hvNnbzkw1HZksLSzOZkOlhep7nP0oxE4vraJqOzTpUWLp6VaJRHX9Q5/Vl8aQ9YeWf2bj6fjram3C5XJx3/hWcd/GdeDwucjMlUlNFmttULCYBTdPZtFOhz5vsQk6fZWbCqKH16unTeOGNKAMBHZdT4MKzLWRnSGjBBGig9w+QeHkTYmE6eqcPPRDBdPY4pFGFQ+6TqO1AeXIFHLJjIYDpitmo+zsQTBJabSt6XxD5svkk/t4JUQ3BIyHNlNG9fWibGwfvZbpqLpjciBkWxJxknrhIl0rXmhgDCYU/pO9h+0BytrK4tJAim5UdAz7SrBbCisqbzcnsy8UuB3+bOw3HMWJn3mvp4Ifrj9iSvjduGHFN57XGVoanepghe5j0RBwGkstZ8sLkspe6NoA4wo66xo+QKiMOt6MGEvziufv4w4ZH6Y16sZqtXFKykLsn/4AUswvT4nSUrQHk8S60jjh6TwI9rCGkyYhlVsyL/v0ByfHEmLkYfK7YPxBie2+QYP0ean/0VfREDFf1aHRNY2D7evz7diL89GHqslw0+SIMS7UzOdczeL3W3Ebi5XcQgkHUhacjjawBwGUyc0FvhEXvbIFQOJmG5LwzB4UFoCAU5PY5kwG4bWI5H3YOYBIFZuSlDRGWUELhzaaewc+bu/0cGAgPEZeIoiAgYJHEwVGzJIj8aEMdXxlZyFXDh3a+n4TFLPDPYeoHDiq8+HYMTYOp45LdwHuv38WyN3+B2eKgesQZdLXX8sRjD7J+/RauuOFNJEnmjDlmJo9JeljFEzoZqSK9Xg1VE9h/MEFXr8b0CSY87qSQZaaLXLLIis+vkeIW8BzKTyY6TegxhfjTa5OZjuu7EXI9yFfPRso+2kYl5rsQPHb0w+LitKJuakCrTe42KU2rRP2wDq0hDNFke+kDKkTsCJkfMeQ7rai7w6grusEpYfl6JVKJg+4PFfo26/imxQaFBWC318fW3n56ozFGpXk4GDiyDNYXjRFRlGOKi/pPY/aIonFxZTFVHhcJVSOiqLy6MExNn4U8lw3nsgBiuQ3p7FSUJ5K/Db1XQe9XkFJkflDxVW4uu5aeSB8ZcwuxiVa0ughijQ09rqE3xkl09CNNdCJW29CaYmi7wojlJy/JqiEuBp8rUswyogCtLzyMnohR/d1fkzphFgC9a9/hwP230770ESyzp7BvIEx35IhdRtc0Eq++i34wmdcq8fjzCN/9KmLmoZFfJArB8JGHOe1gtSSNDwBWC1prB2JBLgUuGxe5ju2hY5FEFpVlsa7Tx86+AHkOC86P2Ak+aOnlL7UtBBMq140spDUYRdF1dvYlMzevbOv/j8TlMNGYTnN7cqTc2JLg8BYmbZ0a5QU+bn/3N3jSirjhu8txubNRVYV//O1Kdm17mb273mTEmIXs2qcwbkRydmI2CRTmy6i6wnOvxXC7BDq6FDxugekTjrj4etzioNh8FK174IhYAHrnANqH9WizaxDT/sklu9OHWJCO7raBoiGOKUJ54cgWDSSStiDB8U/PsehoWxuRplWiCwIhTwlaxIrdFIKgirY/gFTiQIsnxcAZNpFuNdMXT/4uhqW6ebelE0mAcZmpjM5IpTUYZl1nDxdVFFHbP8Cc/KO3aZ6Ymc68ghzea+1kdLqHWXlZmESR8Znp9ESifOHtVYSV5HeRFbPwt9xyHM0xTKcM9WjDJiJkJdvbJJrIc+QgmWyoPXFMV2aiDyho9YeyUMR01DUB5HNS0faEESusCKknr4s3xMXgc8XIdCc/m1bB6bs2Yi+qGBQWgPRpp9PyzJ8I127CZZI4szgdf1wlGFdwmmXQtKHioajJf4cQq8thzUYY8COUFCAWF2C67nLUzTsQFBV1xYdo67dgvulqBOexPZTiqsazde08vredQqeVG0cVkWE3I4oCf9nVjMsks9cbpMGfNGY8uKOJq4cX8k5zL02HggCnpJg5ePAg+fn5mM1DE2l2hKJs6fZjlUWm5HgGU86oatLza9POZCc8slrC7RTIyUp2xps3rEZRYkyecRUudzI+Q5Jk5sy/mV3bXubA3mWMGLOQgtyjAyNVRWdUjUxXr0Zulsgx/BaOTTiBNK4kmdJF05FOGY66oxmpKgf+SVy0Th/q+gPgsoIkIsYSycSV4TjYLQhl2UhmGa21Hvn0EnSvjlBmR12zDvqCqF0+ECA0tZqevWaqxmYgRBUS2U4kRSdzqgl/gwrbTfz40rHsEPtxmU3Mysuk2OXArZrY7ffzQnNy4PGV4RW81NCKWZIYnuYh0zZ0hpBus3DrhJF8dWQVKWYTzo8sY2q6jvrRDBPoaBLIc1OQSq2YvpBBYmkfQqYJ05mp6AkdaVoCrSWWnImkSpiGp5D4UzeEVKT5HoSxdvSDMeRTU1D9CeQL0lHrowjSyYvgN8TF4HOFIAicWpiG3WImHo0MdQ3VNbRYBJvZzNP7u9CBt5r6kNC5KMuOYLciL5xH4rHnIKEgnzMPIevIerVYkIv5pqvAH0RI8yC4nOhWK4lttYOipAdC6JHox4rL7v4gDx7aYveAL8zIUIzqNCffXb13cPnrC5VHckypOkzJ8TC3MJ3lexp4/O47uemNV1AUhZTUVOZedjVfvOlbzC3KRBYEfrbhAFsO2XquGV7AtSOLAAhHdLbUHvH02l2nctYpZvY3qNQ1qrR3JTu/eCw0pL7xWHIZqDDPyryZZqrLjxYXRYVtu5P37uiG7IyPz0Csazra3ja0Th9ilgstFEUaX5pctUtzIJZnoXUMoB7oQqrORarOS7Z9Xmoyh1ggCqKA3hdEqslDHJ6PWJSB4HGQONCFvrcNdW8b8uKJyLPKoC8v6aIMaNUl+DtNoIMyIp3m1ZB4FrJnJ8g91cTwG21E+3W822Rmem1kTTXhscusau8h12Hl9UO2FoAXG1oocjnY0tNPdzh6lLhAMo3/sXKZZdtt3D5pFD/duBNRELiluoa0Kg9SuQ1BFpDneZAmOxHMIoJdQq2LoG4NIqSbUDcEkWa7UT/wD7pzq28PIF+RiZ5pQm+PI6qgLOtDPjcNacyxf4cnAkNcDD6XnH/++Tz22GO0v/QYuQsvB3TaXvgriYE+qi9cwgWV2bzT1Is/rhLo96FsXg8WM2J5MabvfhVBURAy0xEkKdkhtrQhqBpCfg5CqufIg+xWpNlTUd9YBqJI7/nnEBZNFCZUbKajO2Id/ajPW7uPeCMB+OMKmVYTvdEEXx5RiFUS8YUj3PflL7Jr507sRRV4SirwbV/P0gfuZUdLB7++917KUmyDwgLwVlMPS2ryscgSZrNAfrZIS4eGKMK08Sa6ejVcToHCPJF4fCY2eyrrVz/MsNFnU1Q6Gb+vk7de+REAN91wERNHH9uJ4COTOwCCIR2vTyU1RUq6AW9tRGvtQ8h0I2S4SPzp/aR3tCAgXzkTfVcrIKC+uhV5dg3Ky5sBUD/YjeVbZ6ObJLSOAaTTRyVz/YdiqJsOIk4oRRpbjHBoVmC6cDLiuGIwy0jl2QiyhGnBOMSKbBJ+jc6DGcS6RIpnafg6TSR8yYp3rUzQmuYnpVzGsd1Gz4akUIY6oqRfJXB5dQmr27tJs5gHU7zk2G0MxOKUu51k2/9zu8bUFJW/TS3Cak0hP+0Y+814PrKXUIkF+axUlJf7ETJk5KluEm09H7kAiGmo7ya9E8VRdgSPBCIIjn+V3+3Tw/AWM/hc0tTUxLjJU/F2dyI73Oi6hhoOYsnMZcRPHsaalsGCkgzeaurjyTyZrLfeSxrqAdPl5yONH4XW1YO6Yy8IoL65LOkCO3sK8tmnDXZokMxVph1sZptk5Xs7WgkrKhdV5HD9qKKjRq4xReXv+9r52+5W8p0W7pxSyVuN3azuGKAjlHQ5/sHEctKtJmySRFhR+MHa/XStfocD9/+IzFPPoey6HyAIAko4xK7briXe3c7YB5dy+vBymgJRGg8tny0uy+ZrY4oH69DnVdnXoGKzwrI1icNmCkZUSexrUOlqfIZ7f3Etuq6T4sknEOhCUxWuuOIKHn300cEZYDDaTyDSg8uWidOaxoBf4+V3onR069htUFEik0jozJ1uQtrdjPDiegjHwGNHPn0UynPrB9tDWjge+gT0kAwWHSFPh+YetMYe9P4QputOQ91QT1fAy6svvUw8w85p809n+LDhiONKEO1mNG8IdetB9FAcaWQhUunQBKHtwTDtoRCJ7gRuTSYl24y2yUbPh0dmcnvmdfN8uIG7zZOJfCAiOqB2Thd/6NyLQ5b47rhR1PYP0BQMY5clxmakIggC1R436zt76IxEmF+Yx+Tsf52c1Ndfx9p3vk403IXVlsm0+ffjSa/+2PL9Pbvobd+E2ZRKXt4czB4PakOE+KNd6AMqpnPSSLzdDwPJAYpQZAERzJdkIlWevG25jZmLweeS4uJiNm7YwPd+ejer33sHf0Jl8uJLic1ajNmTjqZDrsPCfTXp5OzYjhY6YmvRmloRcrNQ1m1Fb2mDQGgw8lxduR5p6niEnCO5wgSzCam6nOfX7B000j53oJO5hemMzRxqoLXIElcMK2BBaRY2WcRtNtEfTRBVNbJtFgbiCk6TREcoSn9MIa6qgI5/d3IfmpwzLxzs5GW7g8xTFtDy1B8I1tWywpPGlcPymS+KhBIqu71BvrdmH9+fUEahy0Z6qsT0CRJNbcqgsEDS0P/Fcy24nF9ixpQS/vKX37Jn9y6GD5vENddcw1VXXTX4zL5AE8+vu5UO7x7yUkdwwdS7SHcXMX+WhY07EigK7Nij4HYKbN+jMLbVixQ+ZLQfCKMPhBmMGpVEBHsqiRe7QY0hFlsQMiQwywjVeRCOIWSncN9zj3LnO0+SUA9V+rmHWLLwAv76wtOIgPLBbtTlu5Pfz9o6LDefjZiR3E9nWWsHd27YhqbrnF9WzBtNrRT02Pn9+GlEOjQi3RqRcTFeDB2kMxolXpVAkCxERsZ4sGMPOuBPKOzq9/LMgUZSzCYUTeeg38/j82bxh137+Pv+BgDebWnnkbkzKUv55L18+rq2Eg0nU/JHIz30dm75WHEJ+Br58J2vE48NAKBMvpkKz2VIZTastxaiJ0AwgdYVR9kQRJqYBplWpAoJqfLoje1OJIa4GHxuibtSufHOn3HXPb/k7eZ+TJLAM/u6iGs6uXYzs/M8FK3fCOmpYDEzmCfF5ST+6z+CxYJ4yjT0/Q3Qd8g91WoZklEZkvucqNtqSVWOLAKIQnJvl2Mhi8JgZgGAmXlphBIKP1p/AJMoEE6ovHHIVdlhkji1IB2v20U3kPB7h9wr4Uumt5EsVs4uySQQV7DZLPx9/xH7wKp2L1+sPjKCTU8VKcoTaW5PjnRHVplwu0XeXRlnX9sUFlz8D34z00RpkYxJHmoQru9aT4d3DwDt3loautaT7ioiLVVEB/YfTIrr2BEyO/YmKKmQCJ8m44w5SF3rR8x2I1w0Bb2+C0wyWl0/glNCnGwHXzvqG43J95lWiTShjLc3rOLWNx+lwJnGtyecjdts46Ht7/HEqy9Qfvfd3HnnnWgN3UcqGIqiB6KQ4WIgFueeLTtJHHKLW9rQxJz8HDZ396Gna1R+ycqq5m5+tnMbAUVhUWkhrXKI9tP6yEm1ItYdSSo5EIszITOdzT3JHGnnlRYhiyL1viPLkDFVwxcfmhXiWFisQ+NOrLaPj0OJBLsGhQWgr2s7FSMvA0CwSgiHVuTMF2ZAiYfwEwrmqSJqp4Y2kMA8UUb4tz0sji+GuBh8Ltna7edbK/cRU3XSrDL3z6km22GmxuOgP5ZgdKaLMotE7MPNkOpGOmceejSKYLOh7T2QnKlEY+i79iEUFyC4nBCLI02bgJg6dDait3WiPPkiiydPwJtRQGNM5coRhVT/BxmOfbHkqDzFLNMZPuKeG0qojEh3UHf6Ana/+CTNTzyA5Zs/xZpXxMCWtXS/9zIWTxrfvvAcXmzqxxtLcNY/7Rvzz32L0y6ycJ6Fzh4NUYIBn8aeAzp9h5ZV/EGdvfUqXp/OlHFDR79maWigp4iN9VuTHerUcTLDymVStSApWoCs0XFebr2HntheLLKDS679CYUDKphE1E3JLMLC5GFIE2SIdKDuaBy8r7anDXF8Cb///e8BWHrutxmRnsxIfG7ZBIY//l0efPBBFl1/A8UTSrA2JXOOCcPyETOTMwdZELBLEj6SsUgWSULRNG4cVUOKJfle00oy+LlrAglVY2R6Ku2hMH+o3UfUq/KFilJeb2rBYzGzuKyIYEJhZm42uXYrM/OSHnXTc7LY2N2HquuMzUg9ZszLP5NdMIOx039IT8cGMnImkF0482PLOlMKcaYUE/QlUwulZY2ir2s76dljhpRTWkCp0zFPlolvUiAK8dUqwtcEzONPTjdviIvB55KdvUFih/Ye7o8q7OkPU+5xMLcoOUrUWjtQalsQh1ciyDJ096Hv2ovudCCNGY6ya1/yRlZL0ojvsCMU5iF5jk7bjqKArlO4fhN3ptahjqzGUTz+P6rvsHQXNlmkP5ZgbmH6oGG+xG1CFKM0pRUx7qIlbH3uCbZ/+4uIZgtaPIYgyZR85fuIJjPeWLITbQlGOLUgjbUdA0zMSmF2XtpRz3M5RTQNnn4lOpjOZfQwGe+AgqqBJAps2aWQkS5SViixu05hy64EpcUTmVZ5Bfs6llOWOZeofyoHGlQ6ujWKm0UuHBtGeXQZ6kCYvBwXVZNH0MNeYkqIhp6N5CzNRshJQZo7AnXFbuSKVBJPrU1mQXbb4JALtpCXiliYTl1dHbkOz6CwADjNVqbmVPDawa08sn4LfouNL184lnFmJ6b8jGQqfsBpNvHDSWP51ZadxHWNb44aRoXVRnbqkWUrsyQxMSvjSLskZG6fOBpJEMh32LmyphyTKA6xnWl9QegJoGe42N0/wJlF+SiaRmc4wkDsX+/bI5uslNacT2nN+f+yrN2Zx/gZd9LfW0s42E7Dnn9Qu+l+ppx2L7lFs9G0BKHWLhLvy1jsqaDocGTzVZRmDfN/9lM8bhjiYvC5JNtxZMQtAFkf2bdD6+0n/vDfwR9CmDIOMTsD5aW3k3EuXh+a1Uo4K50n1q/mrQ9eg1CIc669hqtu/CrHSgEo5GUjzZ2BumwNRKNYRw37j+s7Kt3FH04dSUsgij/RzTkVEaKKQEA9QCAxCgDzBdcxuXI06ofvMNDbgz+jgJyzLsJRXIFFEpmY5WZTt59dfUFunVDGt8eV0huJ80J9JwlNY0q2hyk5HuRDGYN9QW1QWCA5g8nNFjGbBIJhnYw0kdUbE+gavPpecnbS0e3itJlfQXBehx4R2d6oUpQv0t2n0dKhodo7YCBpvxI6A5SESlhz6P5Okp263ulDumgK0oRSlJV7wSyj1bYiTatMbvhlEhFGFyNYTZSkZfN+fT113k4qU5PBihElzoauBtIcLu5a58VXY0HNd6P/vZ+Y5MN8bSny+GSU/4SsdB6dNxPCcXp2NfFhtB2zw8KMyiLS0oYOFGr7vHx37Sb6Y3FqUt3cOn40eYdcysOJBGs7eqjpDpH+zAaIKcjnTWRCaTp3bd7JmIxUylJcRJSkncwsScRjfhIxPxZbOrLp/8+w3t60jI3LbyGvZB6tDW8OHu9pX0841E040MyBXX/HlpLN2PS7SNFHwGaVQ5M15DwBXdNPytKYIS4Gn0tm56Vy++RSGv0Rhqc7mZB1pCPRvT7wH4rnaGpFz85gMFwd8A54mf/Ig+yo2z947K3vfYe//eMpli1bRkrK0GUxwWxGPuMUpImjk3aaf1o2+3epTnVSnerkb7u72B/YSV2gkRlZw5GlPi6ryWVla4yiM89GP3MBvmicKbmp7PeGyHFYeLaug8nZKXx3fAkIcZBb6Ayr/HJTD3W+MKIAtX1BgnGFM0qSzghmk4DbKeA/tKtkRYlEUb5I7X4FWRKIxUFRdPp9Kk57UnCGVch8sFYhoeiAxrgRMr1eDbtNoLxIRLJa+IivAOkZlQxPnEquvYLKdZlACNKcCOku9L4g2sZ6pNk1aPs60Dq8iKVZqCt2Y6rOQ1lWy3XTzub9jWs5/9Xf8INJ5+IyW3lg2zt0h318Z8ICpGCMtE1NiEIKqg4oOvGnm5FqXAh2GV3TsMoyAy3t/Nzfw5ZgAPrhQj3Bt6eMHZJlekV716Cr8V6vnzUd3VQd+i5fa2rlQL+PtgT4z6lmegSGv7KZ039wLhkzJvFsfSNLG5pZ2tDMzWNHcEaGzuYVdzDQV0th+dmMmnwzFtvHb70A4O3dg99bh8NVSEbOOBQlws7196HrGpJkRhBldC3ZurquIwQkDux6EoBItJNm5XlGRodjOUVOBl6WSigdGpE7I5inyVjnmhCsJ05kDHEx+FxiM0mcXXpst1AhPRUhIw29tx+9swfcLsTZU9FWrgOLmV/UbmZH3X6+NHIcP5kxD03X+eHqd3lyyxbuvvtu7rnnnqPvaZKHeJD9/9Aa6qUj3Ed1qou4NoeJGZXYZBMru3aw3/8GFa4CSj2zWHpA5ZQiHZMpQGVaKo/VdqIBrzX2MC5b4s7tv0FH5+vVV9LgVxif6SbXYSUQV+iLJogoKjZZorlNpTBPRNdBlgVyswRyMmXCEdjXoLL9UGBkU5vGrCkKPYG9uGyVJJQjzgixuE5liYTbKVJcICGrRbAwiravHbE6D/uqBhYGJiOUZCAWeyBfRUhzoO5uQ6zMRchyo67Yi5DrQRxViPZhHfLCCSSe3wDBKAscZdy6+Cp+vvRRvvzeXwafe97E2dw2+bwjjadrySmqDoJNQgtGUF/aidbci3zqMHpcpqSwHGJZTx/zevtpCgRJt1rIddixyUNjQmRE1LiOZBbY1esFAf7Q0QHAK7LEn6aVUSKKpJssfNh5JO7k+fpGxik+BvqSe8S01L9BTuFsCsrmH/N7D7aoDOwPE45HaY+8zoBvK5Om/w7TwASqqr5Jn28FqhpjxISbiEX7sVhTcXWNQusbGkUi2czE31LQD42bTGFQ9qjoAYg+n0BMFbBMO3F7uxjiYvB/DjHNg+nqS9Aam8HhQKouh9HD0adPAJOJpyvKybY7uH/uOZikZIfzwGkLeetgHU898ii/uONOBMfx3SNjv6+Vb6z/Az1RH7m2NKZnDeeFptUAnJk/EV88SoVzAgnVztUjZO7f9xCKrpJucXNK4WKWtSQwiQI9ER86OmNShyHjYWGpSERReb0x6VG1vmsAl1nmtYPdjPakIHtT8fYkl8kqS5KiUVYkD+YgO0xEaWJb91cZm/91LOaLBh3rCvMkPG6BXl8P6/a/QzjRRc2oUyg//Qzib25Dbx9IFmzph6IM9ASoSzchFKQBOvJ5E9FDMQSrCbEqB2H2cBKvbknuzyKLyBPLuaM4iyWzz+SV9SuIhcLMW3AmE0eMRd1Uj97Qg1CRTcekHF4t7SNDMDEvL4eUzfWo6+pAgE3BIHtEmdFuNzv8SVvWtHQP9/zufpa99CIxv59xEydy/U03sbC4kHq/n2GpKZT2phBAxTNcZk5+NrX9Pq6oLsckCNT5A/R40inLcpMSjpBptdBzKMfc6PRURL13SPvJpiO/F7+3gc6WlUiylayUs6l/TEKNiEAV+dO+xYBwBaEeP5YeDTVboPXg2+iaQlfrh0w65W5s9lz0VzLQ+jVGnPEd9nf/GaeriFz7hYPCAqCHdJCP7Oej7FORiiTk/I/PoHA8McTF4P8kYk4mYs7QmY1wyLDrC4WoSfEMCguARZbJtjtp9g2g7tiDPG3Cca3Plr4D9ESTEdYdkX5CShSLaGJe/ngckoWzchfz8C4v4CPVInNK7gze61xJX8xPtjPM8NRUpuR4MAsKpY48PMJU6vsExrs9dCWiQLKzi6kam7t97OgLsKMvwFUFJuhxU5QnYjaDpumIokBOhsjIKgnZJNDbl6An+gYAO9ofZPaEYlzyDFJcInY7PPNyjIrRL7G5KTmz2Nb4EpfPeoQ0SwLZZUUcVQqxGOqKPYjFmYgTSiCSQHk2GUxpunQ68qiiI99NQSoqII0uRt1Qj2A3U+yP881LrkI70IVe20uiYTOWa05FcNvokHSuXL1uMMtBIsPEF8JJ9RM8Dv5BmHVNA1xeWszcghysssw9X7uede++gyBJSHYHHyx9kdWvv8bffvM8c4dNR24UEbeYUS7QCSUSbOruAwEa+oO0BMPMLchBTE3aY5wSfLsmi60DUayymal5+WSSx+iSGhKxAWzFCZoPvM6+HY9QM+Zadm38DX5vciuFsdUVqJEjNjq1J528vHPQ9k2j96CKJX0aw8f9nNqG76KqEWKtHgb2unFOETGldWP2ZjO56Pc4KgsQrXaEywTUeo1EvYplrkz46aTxRSoU0X2g1KknTFxOzFMMDP6HmD5jOtu6O9nQ0Tp4bG1bM7V93UzNLUTr86LWN6Fr+ifc5T8j1TLUbTnN4uKcoim827aZl1s+pH7gSPyEN6ZgEpLr97IgkWb2EFQUHtvbykM7u1hSdhkONYWCzhx2rrQSrfVwaUEyi/K4DBdd4SP3snk0Zk2Sk55jL8fYuVehpV3hlffi7Nqvsq1WYXh1mAM9SwHQdBVv/APGjZSpKJHxB0A2CfgiR/adSahR2nu62CCuJ1x1BgO1I4kowyDFg1bbiuhxoO1uGyyvvLcT/SM5ZKTxJZi+NBuG5SJNKEVw25DGFoMgoB92OY4kiNS2IOZ4aNWUIelzDvj8BEflo9nN6AmFNLMZt9lEXBJ4va2Tp5e+yLp338E9aizj/vQY4//6d6q+fzuapnP7r74JYZA6ZaRcnXhOgs3dfbzZ3E5U0dje56U/FuP5+ia29nnZtyJA584PGVj5JYb1PEN2cDOJYD89y10MvF9KaPU4ErXD6e/aSX/XVlob3hwUFgBvZDXWrCN2EHt5hMzcKSQGBDKnyJicAuaBaeRkLWBY1Q/pfbMIUbQTaFJoeTGbLWtUFt98Ae6CDBzpNhZcuYANr2/CMsuEVCFiu8iEeWoyHiaxXUV0GzYXA4OTxm233cYHH3zAGc89yuLK4ejoLK3bgyQIfGfmXIR4nMRDj2K64iKkMcOPyzML7Vl8ueostvXXU+jIJKrEkUUJAYGYmiDFeiT2xWmSqHbngnAqmZY8NnbKNAeS6yGarhNNmJjpSmNLbbIj8fthlJ7G9yeYqEl18NNDG5DlOyyMSXXzxgdHTPDrtiaYPEb+qH8DvQMxJld8gQ7vHuyWVNLdJXiDbaS7Ckn3aCBolKSfSX3PCnRdIy9lIpqSTr5vGrH1JkAn3GdDnjYMqa0L3WYG+6GMxoCQnwYfCTgVzCak0UXoGxtQVh9yCT/Yg7x44pA2i1hk7P0BitoCjEhxU+vzIwJz8nOoN5nYdHYVp0o2Fjgt5Ka6eWTvATTgwGuvAlB81ZcxpXgASJ04hbQZs2la8T5f2f0U188/nYSu4mtJUJHiwiKKg8GYh1HR2a/6Kepromj0dTTpWeyPOelq15iy44hYBnY7SZ0yiUj4ZfzeerLyptPdvhYAd04ueSPN9Nd14w/vYHf7A0QOdDB25kP0vDYSNAg2QsHcbxCOb0ZXQLYJ+PdJHOiu5erHLyAcDzIuYzwCIsva3mNdz1reGrOcKQXjENNEhCwdKUtHniVhGnnico0Z4mJg8E/MnTuXZ398N9/79T08vXcHAOV5udx5wxeZMe0M1NeTW+2qu/cPiot6sBn9QCOkuBBH1SBYrP+2++ebrRv50dYnEBC4vHwum3r2Mz6jiqAS5kuV8wknoqztWsaXR16INxZlclY67zT5eb81l2y7iatHZLC9N0BM1Ti3LIt5hRm8td0PHHF/ddtECjPdZNrM/Hb2cDrCMbJsZuyaGZs1QuRQbERWhkCKO4EkJnNEAihiHbGYj/KcaVhNLlRVRVUTaJqKN76BSZNF9Hgpc8r/wEAggF2qwuHsREwM7V50VUQrT8MyoRSpIjuZQt9hRZpSMWTveQBtZwt6XceQY4mESt+5Y0nZ2cpAtpuu8jTcSzfh2d7Mj8YWUldeQHpNPqOy0okGIpQ7PTje2IHe7Sd+6UQOS4OWSC4VyfahGYNlR/LzeI+b3lhkcMdJmyTx5RFVBBMJMqwWeqMx5hfmoWo6siLizixh9967EaJ9jLJlEa/5CaYinURz8p2cZRpNob0AeNJr8CQuJiX3DFLTJuBb4aFRT+CaGGRf222ATnH6haS3VJJRLhG0CbTvUNBjTqw5IIwIg5D0fPzrmnsIx4P8efbfuLD8YgBeblzKVcuXcOdzP+P5c55HfDCKPpB8P8dXzQhmY+ZiYHBSWXzVFZwVE9jf3IxgtzLsW19FcrtI/OYvcCgliJibjNLWOrtJ/PnvyQj+KeNIbNoB8QTy2XORqso+8TkDsSC/2vkcqp7s+p6of5+rKubzcN1bAAgInF88g8sq5rK9bzcvt75DjzKO749fwsT8EO+2r2N/qIn7T5mGhItcu4UV7f10SGFGjbXR1ijgSFfpsgb53lv1XFSRTaXHiarrZFjNuF0iF5xlZec+BatFoKzEz+s7vsawMV/EwihEUwebWn5GuquYNGcBK/c8TCDSw5jiheR4qnhv5+9QNYWRRWcSj6uUZs5jfEU+CKn0JFoQ96lobRKUxmiu3gMZMiPSXZDuQirLHtIWaliHuI7oFtC6fOgxBSEnBb3TB04L5qpc9ggx9mbI5DntzEvPQNuTjKLJ2NZCxvYWLHeUQ8cA4hOrsbf1w5gitLxUCjsCTM3OYF1XL5ljxuFdv5b2l1+g+KqvIAgCsd4eeld/gM2dwohRI9l/aAsFSRCYV5hHVziCLIr8aNJoOsMxgokYTkzkNToICO3Eo8m0MIlIN2JoKy1TcnHlm9FFnZRhOp7mCoqKLkAJiWjWdtzOEnrfd6MEdEBHWZFP7pgzGRjYQknLNahbLICK1SOQPk4itcaEq+wMlDKdUJuCEhJYf3A5Za5yLii7aLANF5UspiqlmnX1y2h5X6G4QBxMaKk0apgn/Rd/FP8hhrgYGBwDMT8X601XM6q3HyEjDfFwFPe1X0Sra0Bwu5HGJmctutcHsThCfg5aawd6WycAiUeeQfjeDZ8Y9yKLEilmB/5EsjNzyNZBoYFkSv6QEmVD727eatsEgCSKdEe7uHvHo6i6xrqe3ZgEiRuq5vP2wWbWdiWwmySeDx1g/rgMPFaZe7YcxGOR6Y8p7K4PMC7qpr41hGOySEGueXATsI0HltPt20+370cALJ58F2dnfo+D3RuJK2Fc1gwCkR6cljR2NL2OeijuYlfzW0ytvJzinHwsZgFdtxNN8cIXBgj3BdjhfQU1Fmdhzm3HbId4k4r38Rhqj47rbBO2oky0N7chVuYiFmYgTatAKsmkxOujzh+kLxanU0vgvXAccl+Qmo3NWEoy2a8n8KzfT0qvn57p5aDr9Ge5cCYUPGaJMwrzCH/hEh59+3W63nwV/87tWHJy8e/chhaLcf73b6FbURme5mF3/wCnF+bxfmsHYSX5nlUeN4Kg8Nd9W/En4lw5dQRnm9Kh5ci7ZLiyeMK7j23xLoocbn6SyMEcryC6fh4JnwmhJIE6ci1q5MjAQ41Cgfs6snP3Ij3tQjucKXVAJ2eyjJAmEO3RsKQJpFSYsCFglmWiWhQdHeHQNtaarhFVo8iiCdE06J2d/N3knVgTuyEuBgYfg5iVAR9JDQIgVZYiVZYOOSZkZUB6Glgt6IcTXAKHohA/8RkO2cqS8tN4oWk1iqZxRv54fF4f3c9upn/TQWRRovbMIBdffRkrpB0U2DO4rHwuASUyRIRStQQ737uFaPEN7PYG6Y8mmJbjwab0kH3wZc7LmsOeeDrpcRMXbMhCbkt2RqpJh+lH6mO3/LMQqizd8GM0PWlDmFB2Pu3ePShaDIf1SFoZk2RlbMk55KRWAdDQtZ6/r74JXdfIdJdy5tjvkJ8+Cqsp6bgwZBM3ILxKQe1IdoOBVxKYv5WF6aunQ18AoSANqTgTXzzOnRu2De5jv6W7j5FpHj4QQ5x74SgW5ObwXls7F5plViwcyc962hAEgW9mZeNNJJjtcrK8vx/ZZuO6P/+NP/7sp/R/uIpIazOpBQWM/+IVLLnuOsySxAM79nBWcQF5DtugsADs7h9A18zMyK7g3ba9PHagllOnncKYabfQ27ERd/YEnvRlUeg0k213YpMsSE0uTJGZ+HzJGJNwowl7gYuUGU0MrCwGwHOKQCycoKnzCRzjCzC9lTxumiCSEHUO3B9Bi0He6SayZ5owV8ict/A8Hn76L9y7/Zd8a/R3AHhg1+9oDjaxaNLlFJ9vwRrVUAo10EDKPbFR+oa4GBj8l4jpqZivvRStpR3icZQX3wRNQ144DyHtk6Oyg4kIf9r3Oh6zC0kQuH/dc7T88HX6W7oQZBF0eGnPY+x9awOvvPsGeVk5OExWfLEgp+eN5932LYxNLaPG5iGgxKgLKPRHkzaFDzsHmOUW6at7hWnFQQ5Yr2Sa5BkUFgBtuzZEXCpyZnDm2O+yv30VFbnTAGFQWCA5Mk53FpPhLiXNVYwkyoRjPiaUXUBOahVqKCl4vYFmdF1jWtpV5AfGk9ZUQ2KnGc2TQHQKBN5MIFrBtcCMuVhCV//J804HuSZvyKFQXBkUFoB6fwCHycSw1BTWdPeS5bLzSmML2YVFPNjYiKLroOs8VH+QK6rLeL+3h3NKCjnoD5JVkMvO799Gh8/PCIcNl8fD9Nws/l53kGqPmwUlhXSEI5gEAYcsEzokMLJg4en9UWyyhbOLR/Bqy066egVGO2ejZEaIhLpxScUsPRRXdEPRMPRgDNk5NNWMPSWdSDSFzkU9NEV9vOjdz1fKiikW84l4mrFfWoAumklkCHS9p6Ad8udofzeBu0rCkSdx5y/v4K2Vb/DzrT/jT7sfQhAE+qJ95HhyuPua27FbILpMJbE2+f3Ft6i4bhGRPEaci4HB/wxidgZidnKWI5YVg6oi5GQifEza/cOYRZmqlAI+7E6msfc+u43+li6yzxtL7qWTQdNpe3Ide1/fyR/v+z333nsvACkWJz8Y/QXOyp/C4wfe4au7X2a0u5Cx4tDEiaZA0jNMC7Ty81Mr0XsEQtYEehREF9hGSSg9GnJmsp4Wk4OpVZcytepSAHY2vUWas5D+YAuSKJOXOoxURx6SaEJVotjNqciilTe3/YpS7ywi/5BBFKj6wml0p9czcuUSbIVWomtU9HAC61iJ2D4VPZmfEjUYJ+MbFkS3gJQloPbr2CbK8E+bO2pRHWedxEX5xTzXlswQPDM3m/VdPXhjcZZUldEejOCPJ1gfDmCWRKJqslO1SBITAxoXmVNZr2oEEwqZus4fT5nGQCxGIK5wMBDg/h17UXWdg/4gC4oLeKu5Dask8d1xI9jQ1YtVlogoCXIdMh0hBU2zcu2wMXzQ04Cl8w06W95CEGTOm5jGpDEj8XgKyD3ooN35AH3RPtJH3UiiIw3PaAUSGXSGNX4y8MHgO77c0c01JddwUNBYL7TRFAmxYNVwpI+mbBEBRUeL6hQUFLB+wwbuuefnvPLKS+iqzgWZX+GmipvJXZ9PzKqgtXxkibVHRw8Cnk/8SR43DHExMDjO/HNw5ifhS4SximYWFU3DIpq4c9WjmDOc5F8xbVCYCq+egXf1AZ58+qlBcQHoCumsaG9hm7cegB3+Ds7O6GNWdjp1AZULCkw4ap9BFSRKx1+Dy2KBArDeKBE9oEACfE8lQE6Qeo0F25hkdxCPx1m6dClbt24lIrRSNTmLUUUjyUsdTqJZwx7Jo9u+H2d2CgggihJnlH+H8KMyehRAJ/YPK7Ou/CrhHhNCCeiH9mITTAwKC4Dm1UFLiorkFjDli8T2Krgm+Yg/2wAWGXlyBZGDDoJPKlwyuoRFwwqJZKjc3boTbyyOSRTJtlnpiESwSRIfdvZwYXkxK9u7EAX4VnouZX9fz+azh3PLwb2Dz/7F1PGcUpDLo3vqUDR9cO8WgJiqIgkCI1NTeGxvPc3BI6HvZxYMoyOkUOx28GJDK2enBug8kHTA0HWFzqZ3ycn1U1lyJcIoC20fhujqeZsB60ZsZQVkZtz4/9g77wA5yvr/v2Zme9+9vd57TXLJpTfSCCT0UBVQBEQEBPUrNuz6tSs2BBFpSpPeawiQ3nsu13u/2953Z+b3x8YLUVT0p9/Gvv7K7c4+8+zM5Hnv86kogRmYYhHseh3+ZDoke21RGQ8MdDIQCnJuSRWrbCWYSkVIgblIg/ewTP4CDYnb46ScAuaP6ikoLeDnP/8lP//5Lzm6e4KCO09WAkh5UuiWS8gPpUVW0yIhujLRYhkyfCAwawykTjjFXxrYTSqWQJtlP2XHI2gkJIser99HKBnFojWSUmQOetuwG04t06Ixa/luXT1JJDRKnFDed5C0RmxZNdPH6ColRIvA8HPDxFZNYRzOIfCEHX2dRN9wL2vXnk5nZ9f08ZJG5MIbq/nuhZdgfKYKUlCQu5joJV281X83KTmOIcdBvrJq+jOqAianlZgthpoA0S6g+FXibQqWMzSEXk2BCLYLtIhGAes6HaHXE8heFeeVKslH3p6urpwa9hJxL0HKEdBKEsJjAma9hlsvbuR24RiXVJdRYbXy9vAY55YXY9BI1NptfKyuCuH1w+ge2g2qyoiY/hWfYzTQ4HQQTaXYMz6JJxanyGJhttuFL5FgVpaTYouZRpedaruNB9u7p8XFKEnMyDLRmGXCG/dTbrMgWHMwuGYQ8xwGwGB0oyhJuo49gihoyCtczNjIZuIxDwX2tVj8NaQKBIx7RL40Yym7XQM4jHGm4hGO+9LN3x7pbqUxJxt2pO+vzq2Qf8Yk0q9yIAWKXyXwZozkpZB7IqR6kzDA+kVlOLfrQQ/+uWMEpJeovvnjCCkJTbWIaMqIS4YMHwjMWgOXVqzgph13sNpZRnBWGft2dxA8PIR1RiEA/r19xId8uBZWEk3FsWiNbBk7yg+O3MdMZzkr8mZy2NvLouwmluU3o9HoT/zH1uDMm/We551Qungm7/N4on0UVTWztvhrCGIpl19+OZ2dXcw7w03TYifjAzHefHSEp+7o5D8qFYr+5Nse0yKOGknJaWfAgamnmXfJFch/tIEA6gUTPNX9S2ZeexbF/UsxzJZQYioah4iuRsQwTwOqgLYgvdj59MeZWtiK1VSETVM+LSwAwpCX0booRWVmorvSi60ah+I9Jn513QJEQcCq1/HTZfNJKgomzcllTa4tIrG5HWJJ6rOczNKkcBn0bBsZp8Jm4Vt7DqECZVYLC3LcJFWFp7r7AViYm83LfUOsLS5AAELJFJdmlzH7bSs7mqe4tzdtctw+Bl9s+hy5fXejN2VhNOfR1/Y0segEoqSntPpcWqq/j9hmRXskF/1lFgKDUaQFz5InW1ni3YbJm8PG3BWn3CP5XTu8xKRIIhTEWJhHokZEsQUI5m3Bc3QCtWQJebmNVGQ7+GbxTlaXF6MxgivyCNGBlym5YB02Z+U//Gz+/5IRlwwZ/pv4U8RUlsFGk72UDZJA9koNB/cJdHztWWwtpaiKQmD/AJJWw423fhqXIe0Y7gqmE/wOeXtw6+3cULeBtfkzkAXlb51ymm7/NjzRtO9iMHSAyaZD+I8H2b59O7Vz7ay/Ol0upqTOgt4k8tQv+nh812N8xvrV9AAi6Jx6OFEMOCnHCJT3UP6NhbSNbOapo18gpSRoH97MVc33UlzRiCAJKFNBUs8fS1crXl4H+RX4g/0c2HUv9Z4b0HTkEWiIYT1rAcqL6dpjfQtK+XrkID+bVYtmj4M/ZUPKFvjtsQ7avD7m52Wzc3ySmVlONpSXcNjjYyQcZUaWk5YvnosaSxIXUywwqAxHolh0Wlp9/ukw3d5giHWlBTza0Tt9jXaMTXBeeTG7xqfoCQT5tKOeOT9Pnz9adGoUYE9EoDKnmXiwD0nSI5zomaPIcZKJECm3n9wFzYguEcktohnXIx26CCWZomRmLdbXSzi9KcJOwygD8SBrCkvJCp9MgrXPjqBkewjPVZjYrSAufYbug3cC4Ol6mkVn3s3a4jIKTGZ6R49gmNxKdOBljOZ8tPr3aHD3X0BGXDJk+C/GM6mwf1eCcFCleZ4WIQsceiu3R6a46NLP8R35p/zq+QBDu3sBMFXncPPXb+WK1RcgCelFq8p2MpIqmIxQYLLyo6OPs32ilfVF87iqei1W7V+v3KzXnlrLzGAzc3xPOqigqObUzPXimvSx+yffxHjVbYhTOoTqBM/7f8HcyotIpuJU5C6gPHc+kijS2vY6KSXtR1DUFIGjPmLBFMY5WlK7upA3p/0eyT9sQciyEjGNU564AHFrLjIq8rge+YoK9DfaGIjG+PJAN9VWiZ0Dn2Xe2bdi3FkPriRj81I80dbHhooSXu0fZiwa48iUD4MkcW9relehFUXuWrGQoJjis1t2oQB6STyxGzlpIjJKEvOy3RyZ8rF5JB3pVWQ2MRSOUGmzcmDSgzqpTgtbo9dOrsXAWDyGQ6ej3KSlZ+fvkOV0qYPyuovoOf5E+lobXTjz6wknuhjp24RuvITottOIjwNoiE+VYs3SUPKihZ/NWkFitkyn049oksk6s4dQqJfB6DPE9o1QbboTrc3NVHjH9NzjkTEGPH3sHxrhhaFRWtzZnJk/F43FTmHZ6RhN798H+K8kIy4ZMvwXs29HnN7O9Cq18cU49lVjbBk/AsCPw+N867wPcfdHq/jKvteRkcnNy0N0Z3HLjl/zmyW3UGLJYWluE79YcAMDkQlqbUV0BoZ5biC94DzQ+QZ19hJOL/zr/W3rClcwFeync3QLM0rOwqRzcjxwBwAd+/wsOTdnOg+lfV+6WrPqGOTR1LVcfcG9HB3YSEfHZhhLVxEoy27hT+l6s0rOonVwIyk5TrV9OfbjVSRFFeMc0qX0/4QKxBJYc4tIqBO8m4B3BNtsMzmaHK6WtZh0k/T0dbC38DmU85NEFAWnMZf5Ti2zkxup5hBi0TIemCjEF09MJw8mFYWRcJSRcHS6/EtcVkjICqIgcMvMeoLJFLPdTjYOjaAA55eXYNFqkAR4fWCEBdkufrpkHma/BHuBISh428C3b27hlcgU/jj0BKDWXIQcSIuaKBmobPgQZlspGq2JrqMPAzA2uBWruR5D8LTp7ypHBUg32cR0UCKr3kB5jRN/V4LdHZ8i6DtZ6FIoHSCxJwuXZSWeqf0A6GwV9CY0/LqtA4D+UJDSGXO4dO464ici5tp8HgZCQUosVmocf9n2+t9BRlwyZPgvRFVV3tWzClmGeOKkU36hbSa57rUUue08cM583hk9zFBkiteG9qGi0h8aJ0+XTXe7DJOVzM2vptyh4bC355TzJJS/3cvdYsjijObPsEb5FKDyyoGfkDD0UtNio31vgIe+10XTEifj/TF2vTKB0aTjw1deSrbLRSwZxqBLm1pEQWJe1SVsb/8De7qf4Izmz1KVv4hr5j+Ad58HW2spYrsVzZK0UEmzy5B3d0MsiTirFLHEjcVsQJ2jI3xMRhmUEBcE8eTvITisp6hwMYXSqwT9w9TXXskzsVm805F2elfYUlxXqNC178H0l5o8wEV1XyEnO4tAaJRCbYiYaKfSbkUrngyQkASBM0oKmel2YtGmExt3jk7wUPvJa7ihopjRiIeVBVXsGZUZCccJJVIsv9BAts9A1AKbw2Ge6TrpGPl88UUQ+D4AWbmzKCxbzdjgNra9dtP0MWW1GxjoepnGBZfje7sMVHCviiFliUgWE6JLRLcgXS3BXqmjOHgmx/b9CgCbswpf7C1cK7NRNEsoa3EwFBnBai9hwHdy7s06I0/ddz+/DwRw1FSzes1qXh/qpycYwKzR8Mulq2l0nZoc/O8gIy4ZMvwXIggCs+dr2fhSHEWGGXM0aApc6Ie1LLfNZe7QuezeL3JID2vPK6HAPMx9na8BYNOaKDS76e9OseVET/tjB0B3nsDS3CZeGdxDW2CQJTmNzHXX/I1ZnEQSNSRTMdQTYbjn31DK47f30HUwSNfBtApaHBquu20ZkjHMvp63sZvzWVD1Ic5o/g/84REO9D5PLJk+9rnd3+bja35PfnENrkSKpFVBWiliaEgvmFJVHvpbz4ZwHCHbhmBONyizlrjwXbyTYHCI44OP4m/tpa76IlRVYd/hXwNQWvUhjvhP+pS6AyHk4lMTYmbZRfLMQbzeuwkEurAZs7FW/Ywl+bX8YFEL/aEwtQ4b83NPNRWJf5aOpBFF3Po8Hjmebi62eyzMORVODqRSPDU6QLlNT53r1HObnNXkNV6BO7+FvKIlAPg9HX92xQXkVJSg7U30q1zIqRTHxh6lseQmSi496y/uT0XjZZis+QS83YybatkXF3DQhrHjHhau+A74jAxs/ypZeYtocSzn4Ctvcc/PfoWSPOkT2tRQz1W/+Ck9QDiV4ph3KiMuGTL8X6S0UsMFHxZJJVUcWSJabSWPLf8K0VETrcMACvE4DPbJnDFvLmaNgYmYn9muSsqteRwMJU4ZLxxWqSvP447FN+GJB8k22P+mv+XP0WoMlGfPJRL3MTh1kB/cvZ6pfoHde3cQEfqpmmVF0niwGhcAsK3tQVoqNrCo5nJ84RF2dT42PVYk4SWlJNBjQl+pQf+uIKXksEKiI4VgMWFotP5FP3dHfjHd4y/i9afNQMfaHmV+y2epq76QZCqCQSOxriiLh7rSwQwLctyMJ+No9U6ScS9ZrgbGRncyNXmQQCAdSh2LTjA8uht3Vj2nFeb91Wsw0+XiEw01PNTRTY3dxvqSQjYNhAHf9DGyojIRSSIJMCvbRDSlUGHXMxRKcHGpQOrod+gK9jA1tg+LtQSbsxwECZ3BSSLmRdIYsLsbQV9NREowdvRkzpIg/uVSHI16CHq7MJsrGRxu4RtDb04nhn668lokSYdPcmAovwBhfCtzEjbu+vHPkaxWiq+6AH1uDhMb32Z0+y5e+f6P0H3y6vT9/nMl/TeREZcMGf4bcGad/A+eTKgMH7ByeH8Sh1Ogslaiq03GYBQwaXSsLTy162VegYhWC1k5InanQJY7PZZDZ8GhO9VR/37JsVfTO7GH2eUX0Db8Fq7iEq5ovJS3j90NgEFrnS4D47aWMuHvxmJwYTflsW72F3hp3/cQBIl1sz+PWe/4i/FTkwpTd8am+77bLtFhWZE2SU152vD4OrFZizEas075nF5no6PreeQTAQKnL53NjEUtJGQZgyTx3T2HWFb4RVZni/j6n6Kn71Vqqs47ZQzDe8znz9FrJD5aX8X5FSUIgKyCXZfCbdAwGUuRbdRg0gjUFljoCyboCcQ5OBGhMcvIh6utlHZ/jnAwbZryTR5jsH8znSNxJhPNzGq6CcWzB0GQiMZt7HjiBbZtfgOTUWD92ibWnXkGscgEPUefIcuxFEt2Fl7vEdoP3cvowNtp4Zl9J7GJk+bTcU0ORw8/RGT8ENHKq6BhCa/+6G5UVaXiputwtDQDYG+eybEvfYODGzdxy2duJi8/nxd7u1lXUo5e+vcu/xlxyZDhv5nRYZlDe9M+Eu+USk4eNM/XUl793o2dcgs0rD0fdr2ToO2IwsSowqr1Bhyuf/4Xaba9jIrcBWw8fAd2Ux7L6j+GxeDGpHcQjnvJtVfTOvgmM0rWoagyLx/4IdeteQiNpKWlcgOl2XMQRQm3tfQ9x095lGlhAYgfTWFZoWVyqpWXXv8EyWQIUdSwYun3cLvq8fg6mNn4MbRa87SwAIT9x1lYP5vW0eM82ztBc44DncFMYZaL43v2pa/n2D7qai4mqslmVDeLI2ThiETJMRn/Yl7vRhQEOvwBvr/3MCqwprCcmW4jdr2GGW4TC/Ot2PUSFTYjO0aDHJyIcHQqSjSZ4tM5swmfcLw7s5voopbvH0qbphy6Wr5R48Db38llF1yI1+ubPudrGw/x+sadXH2JFUEQKCn8MPmamwlk7WF04G0AVCWFXW7DqtUSPNGLxqrV4R18i2QihHTwWwAEhhzp9xrrpscXBAFrQx3hji5eO3wQSyzE/Jw8NP8Fu5eMuGTI8D8Mo1lk7mLd3zzG71GZGEsv1p5JlcG+FA7X3/7M36O+aBXV+csQRQnxRMjzgurLAJgK9vHMrq8iKykUVabY3TwdTSYKIjn2v923RuMSEJ1CutwLIFRFCYZ8DAxtJZlMF6NUlBSB4ADrTv8NyWSY+KiGcMcoOq2NRDIACDgd1Wx654sMj+6i1phNVv0tfLWtn0V5p7Fs0TfYvO3rRKKTFBSt4a4+gbd7xoBx9kz6+PrcWeg1ErKqoqrqXyyw/niCb+w6gCeeFrNn+zq4smombw2GyTJqcBjSy+WO0SB7xsKcXeEkpSjMyzUiJZZTpTMQj3qQU3E2BrOBdCKoL6EQ98zkS7d9Dp/PxzUfLmL1Uhej4wnuuK+PF1/rYk5jJbObbEwF3sE49XFM2cWIkg5FTs9FHzjOTY1XEovJTKQieCMBaivOY/z4QwDkFC6ipkbltdc34T9wGNfCdOMWVVYIHDqCKEnMqamlKD+fj9U1TYe0/zvJiEuGDP/N5BVIzJqr5cj+JFk5IpW1f/+/5Ykgp3f9/a8p6xFPBjnQ+wLjgW7qCpZTV7gynehpLeX8+d/m1QM/wax3csasTyO9h5/gr6FxS2ivGCdwZArZEKXT8Cb+zd04HZUIgoh6on2ARV+I19+Fz99HYHIQvZDN8uwf40/0Ql6E8clDDI/uAiASnaDAv4u1ufPINpqozD+D3JxmBEEkhIUtOzZNn3/z8Bi+eJxR7yg7hl8nlgowL2858/Pn0+2PoREE7HqBuHwyYCAhKxzzRGjONrG6xDH9+qHJCG3eGG3edFh1linG40MuPl9aiZyKI+aswBkxYJCiJBQVl15DeEcv+w7sY+EcO2etTgcTlBUbuf4jJdz67Tbe2eFhdpONLPtqkp0azMYG8hd8E0/Yh0sNsFvOJxUKcGl5FZ0dzxHs/ANxcxH1i7+GnhS5hUtwlfi46ze/pfeOu4kNj0z7XCI9fZx/ycX8/oJL/9nH4p8iIy4ZMvw3o9UJtCzW0tCsQacT0L6PVrRFZRqaF6h0t6UorZAoqfjX9EY/MvAarx/6GbPyrmGgzUViwkdNrR2jSaSxeA2VuQuRRA1ajeHvD/ZnjLCNnbGfUOJejstRQ0f/M/gCvdRVX4ispHAYKjBJuQwNbycSnWRkdDeBYD/1eVdSvvE6Bs94CH3eqf1mtKZC7KqLI55JHFo9CFayDAYkRWFFYS4bB9ON2+a4dXR5d7F7bBdbBx8FYP/Yi/jjd/LtXTKSAF9bWMSXWmbwzd0HUVWVK2tqGQ/rSCoqyXeJzuoSKxORFKU2PZKgIAhxekMKD0zNYGXpHOKygpsoS0sDOPUmsrUuNM+m55HtPnV3mXPib0FbRl31NxGHFmA5PUqHLHBbu49IKkWzu4wioxkpmSDkPc7EgZ8BKqrWjk+WqKk8A5PBSH19Pg8//DBXX301gw/9cfocy1et4oHf3vMP36//XzLikiHD/wBEUcBsef+7D71BYO4iHc3ztGg0/7pihIHIGJVZa0n0fJgpr45+IBpIsvC0dMiw4X0GDARDI/h8nRiNbtxZ9QBkZzXQUHspXb2voNEY0WpMJBIBWtsfp6H6Q+SFTsNvOMqhI/chKwnKStYAMBrdTtVZV5BraSYsDFNTdR4Tk0dwuBp52p/NO1PdQDe9FQG2jw6zvriFXr/MwtwC3Lop4nKYSPxNXu31k1IUsgy5OAxuBoNdpBQ/OtFCQoFf7h/lJ6eV8ukZc1BVlc1DUXaPpZu/HZwI88uV5dj0Gma4zBzJirFnPMycHDMVFgfnlEcRtBN8dc9RANYWlbJ/cpyJWJTLK+tZPa8e86Nmtu32c/HZeVjM6aX3tbcnAbA2L+E1ewEm1wh5Oomjfv90k7IDk+OcPXM2ueEjxL1RQMXgns125/m82hYgv/9VvrdwGfXOLC6++GLOOOMMnnvuObxeLwsWLGDevHmnNGb7ryIjLhky/C8h4FcIBxWsdhGLNW0z/1cKC0Bl3iLiweOMek/+wu7vlpm7RH3f5woGh9n4zueY8hxHFLWcvvJ2igoWk5vTzKGjDxKP++jtf4PaqgtQVBmdxkxe+DSUt50cnf3wtAO/t/8NKsvXYTaWEEtMoLm/kZE53dz5xr2kkibK5hextTyAIKV3bb5EnDlZVdxzOC0Ib/TDpdVaeqZ+S1PO5wgl82jJ6WbP6CuMhQdZU3oxe8ZNXN2Uw12HxmlwGfjt4XF88RQz3SZyTFrqXUZaPVE6fXGOeaI83emh0q7njYF0/subAwFsOgmDRubJ3pPl/DcO9bOqsITXB/sYCY5xbAXknr+O7kef4JavHWfhHDuj43H2HwlicjkRli7g4c7jiAh8oTILl/ZkkzkBEKZ2EfdsRzTnUtFwOf3Gel7tSn/PkWiYNwb7qHemI+1sNhtXXHHFP/cA/AvJiEuGDP8LmJqQee25OOGgisMpsOac/7/osL9GRe58jFIBu4cUxkfS41fUav4hEZvytjHlSS+0ipJkaHgXRQXpdpd6nfXE6yla259g3pxbaOt4ihFhPwvzfo5Zm8sk6dL1oqgl292EklDQP1fG7w7fxVfvvBXlT+2dnzyOvayU8q/cisnlot5mpM136jyNmkIWFn6R3x51IQoKNl0fB8a3AfBi9++ZVzATbzybBXkWPtaUw6u9vWhFHQ+3TQGwvNCKx6RlQZ6ZX+wbpjeYpNByqmkrJqt4YjLFZjsdgXT1gAKTmalYFEkQmGdO8ZZ3lKwLzyWuqvheeo2X30zvWCz1NVzxja+x74RVU0FlX0jhfOcoU/lOemMqa1w6nGMvMz6ym/L5XyKYTCAkg6fMwfhvDiv+Z/ifN6MMGTL8BcP9MuFgOtLK51UZHZL/LeICkO8uYtEKmYEeGY0GSiv/MX+O0ZiFIEioqoxeZ8dszual167D5ayluup8/MF+gqEhyopXcvjYA5QVr6Kt81lkY4ga38egQCUcH2Zm48dobXucirK17De/yW2b/wOHQ8uGS4rIztGz5e0ptm7uQ733bj77k+tJtX6LGTVf5JDJzlhExqETqZSGGIinS9VIgkDkzxZlWYlS6zBwfZONYMyDU3+Ex9obpt/fORritvm5dHiT1GWZmZsnohEELqpy0emPoaqQb9Zy31Ef185ooNYxhqqqrMwvxDOxj/PNEm6LjR/2DLKhYgaWL6xm7PoQ+eFRZhZbeMQ3Qa7Jhn6wj7iSzmMpsLpJjPyRGSM7adE7ifSOoCs/HX39J/jGgMRIFM7Pt/GpShOPDE1R73RxenHZ/99N/zeQEZcMGf4XYDCe+otcb/j32dCTSZUDu5L0daUXu8kxheVniO9795KbPZPVp/2YweGtZDlr2brzu4DKyNgedDoLJUUrGRrZhneilxbjFzEH8siqm4V+1IzNkcuquT9E0KtEYx7au55j687/5I9vps1QH7uuhMamtFhUVZsZH49zcNshunfegculY4VNZsGKcvp8PiLjG+nd/1Py6m7FoZuJL6Fg0i7BpnudQMJLc85aZmY3UG/qYefRzYSi45Rby1lTqPD6UFq4Z7lNPNrm45gnRqFFR4VNz+bhtECdVmRldZGNeflWapwGdJLIxa58nurp5oHOY1TbC5mTVYLLqWNdiQajkMPDbemdjSS4aDLpOKf7dgqc11PfMJtDvgkMGg27p6ZYYK8g2beRZCIEgoikMXBAKGckmi7w+cyIhy8UjPLdQg0a1UepdcW/6vb/y8iIS4YM/wsoqdAwb6nKUJ9MSYWGwtJ/TXTYexGPqvR3n8wG7+2WWRBT0fwDAQelxadRWnwaA4NbgJPJk+HwGLKSJBIeZWH0x6hJAX/lfnQaM62Ouyksnke5YTUgMDZxiMGhLQD4TtQUq6w62Q5AEAQqKs10tIXxeZMUFRaR7SjBZjUQn9zL263p8ipjbT/mS3N+RD8O9NIoDe4WNKKWoWAvofjr9Pqj7Gt7GEVNO9BXzpAw6Bqw6uw49GZ+fShdgr/WaeDtwcD0+bcMBbmoKgu7XsNpRekoto4+H/KIgjGl4ame4xg1Ine19TPHnYsvdvKayipMxMAQGcLc3kB3TidvTPSjnLhWx7Nnklv9YXThbpxZ9cTjAXTSqTtVk8GJJjlEwNdNMhFGqzu1VcJ/N/81RWYyZMjw/4XeIDBrro71Fxppmq1F9z7Clf/pcxkFSqtOildJuUjn8RTtR5MkEunFL5kMMzyym9HxAyhK6q8NRVZWPSXFKwDQakyUFJ+Gz99Hc92NCIqOXbYvsLP7u2w+fBsmi5NEIsjk1HHe2nIb7Z3PUF9zCSBQVpYDwMH9/umxZVnlyKEAGo1I8+ILaZh5LW2Dm5jwdU5Ho+VUn4u56gyshhAz3HFGQgfZMfwGo+EBiqzl2PR2EqnItLAAJOMTVNg6qHLo2D8e5urGbNaW2nEbNZxZZifbJHFGmY4rGszUvitxNdQnE3pQw6w3Srmqr4UV9hImYxEGwyGe6+uiPktEI6bvW4lNg6xVMZkKiA3pmScXYtCkr/ncrFw2e6N8w1OEUnQWHUf/QF/7k8wRhmnJysKu03N9VRmm0Y20H/odVnvp/zhhgczOJUOGDH+GViuwaLmOolKZZCK9i9m9JV12RBChvFph74E7OXo83aNk8fwvUV978XuOZTJmsWzh1/A1fASD3oHFnM/QyA72tf6KlvLP4Ovqnj52Yuow7qwGtu/6AeOTB7FZizEZs2mZdQM5rkmefnIXD/xugKHBGO5sHdu3ehgajFF9ej6CKcEbe78LwJHuZ9lw2i8onXsjd7XejqymyA4c5LZFv2JVyfkE4ukoq82DL7Fl8GW+OOPrWIc3E4yMU1SwHtW6jpe6DczONrC8SM/t+0ZJKGlRvbYpm5WlSR7p2ocAmPUtODU5lNhEDIe1KLETot+jYVF5Ea3S+MnvlxhnTbmArIgEUpNsm0hwQ/0XSBYn6IxNckl5LdmSiVKLjRfGuojLMl/rCvHd+V8nX4yh0Zq4YOgRBEM2sSMHsBQvYwqQNPp/5e3/l5ERlwwZMvwFZqtIXZNIR2uSkcGTCYShgEooPDwtLAAHjvyOyvJ16HQWpjxt+PzdWK3F5LibANBqTTjtFeh0Vnz+blrbHsNuK0XJjmIeySOvaAmxVAS3oxpFUXA5qwGwWPJo73waQZCYPe8r3PTjr/O7r/+Il54fmz5386oGTv/sLARVpbB8HRpVZbB/I/FkiJGkB/nEjmQiOsxL3Y9SYqvkvOqr+Na2TwCgonJf932cX385sjiXXxxR8Y3KnF1hIqkohJLKtLAATESSvDB89MRn4b62Q6zLn88LA91cJcxEw8n6ZYUOJy8H0uKZazRRbLbyzkgrvcG0ae3GhmZu7WlneW6MP461w4mvdVFFDd0BP5dW1tKgTxJpu4Os5d9m9+Q4u7IvxaVRKVUSyHICgymXvOJl/5J7/q8mIy4ZMvw30ebv4ane13Do7RSZcnHorBzytpFrdLOmYDGOE2G7/524cySMZoiGQZQgJ19Cp7VgNLiJxtLhtE57JRqNnsmpY7z0+vUkkyEkUccZa36NzpDDkaP3MTj0NjPqr6C89HR0OjvRmBd/uJvaxst5c3/aNyIMvMa8qkto70iHKO/e93MAVFWm49jvCM34BDV3/pLFEx3s6HgEZ42BvPIsllWu49D4Vg6ObUIvGbh+1pewv21irf5MNOX1dCc6GQ9uJanEuefQ97ht4a9x6N344un5F1sr2Dy+mZHYIqZi6eZfz3Z5uXVuLgklSq5Jy1gkiShApdNAcyybvVPjyKqKW2+iyW3g8f4RlpcV0NRSgDAqITYJfKl/FJepiDMLiim1mGn3jVJisVHrcKETJcKpJKORCP7UqS0UgskE7X4v7X4vn2ls4pyV32dYMfGNoztIKGmhv7LoTGbnWWicexMmS/5/ybPwj5IRlwwZ/klSAQVk0DhFVEUl1q+gRFX0xSIay3u7M1VFJXJMJjYoEzKmcLgd/K7jcVRU1uQvpjPYR29oiJQic0nW6SgdQdCKSHVWBP2/z4n/13BmiazfYMQ7pWCxCuTkS0A2a1b8mLbOZ9BqTNRWX4AoakmOhVhovJGYM8jh4GPs8Mn8oXcvufo5rC4wsXv/L8jKquf0FT/hWNsfMRlzGPIePXltVJlI3AeAP9CPVmsmmQwDYDRlU2/RcdCro3ppLiMl6STDSCqEL+7h4GS63lhcjnFocj/N28t5eb3MLzpHADNnl3yUTu/vAAgnA1w18zvsGXkDk9bC4oIzCSdNPNh6cpEXgN7QOL54kgaXi1nZJsrtenaNhIjESrm6uorjgV5KTMV0+2SW5BQS0Md5oawVV62eVMrMxHCKiTh0+uCscjNajYPuwBCD4SCnF5UxEk5/N4MkYdfp8SfiVNjsRFMn/T9O0c7oC1n0V05NCwvAmGomv2T5v/hu/2vJiEuGDP8EwT1JJp9MoCQg+2Id6FQmfp8EFcyzJJzrtESOKagJFXOjhL44LQzRDpnR38VBBQcFNJ0XRT0RIfTGyDbWFS6jNzREIhIj+Xo/8l4fAJpz8tGdU/APzVEJJCEqIzh1CLq/FLsDBw7w2GOPEQ6HWbZsGeeffz7aP6+ISVpg3t1/BiBlqqB61mdxG0wc9UwS6B4n+xEj9rEq0Ag4Lm/h0qOtKKgMhsGeU0+T3kEyGSG/aBl5uXMIRyYJJwPThSslUYtOSvsPkskwixfcRmvbY2i1Zgx6B6WpdqzabMosBbxzYh4CImadFQERFQWjxkK5sY5ojYHfhw5Pz/eF/hE+Xn0GFp0Rl6mR6zdvwaytwyhJTKZ8iLKZBXlWxiMpPPEU183I5rdtb7OhooT9I1GGQirBhMz2kRA5Bg2WCSdX2ptpEyP0xBTmuMt4qGsvnngMAbisqo4vzivh4EQMg0bitT4fdU49N5fMIS5o2OmJU5oVZvfkKK/29/KJxlnk6q2MRzRMxmJcUGpDKwnkdGQRCwXJTkSYaXdzyD+JJAisKfrbVaj/J5ARlwwZ3ieqoqLEIT6ewvtqEuVE+/SJxxLYT5emI25jvQq+15OE9qZDTwO7UhTdYkBjF0lOqe+OzMUeckz/26Ix0eCoYtPILhbrZkwLC4C8eRJ1TS6C8b13L7IqMxyeQC9pyTFmIfeESfymG9WTQFqVjfbcfEioaZExSnz5y1/m+9///vTnf/nLXzJ79mxee+01shwu5NYAqVdGEbL0aM/MQyw46Ut4ub+bb+/dgUWr5fKqen597CDf08wgeyzt9Cel4hxxoognv2hQVikrW89hj5feyEYWli3AbHJTmrcIvc7KhLcNp6WEoK+TpvorKK++mD0T40xlrccVPcZQz7OU1X2Y03OOUSjOYUPxhQTkCEX2Go56D3Fx7ScYjUwSExZy/2SYzho/p+kKeWYo7fPIMRpJieV8fNY6fEmB+dmlqKls/HGFUpONXx+cQFbh/Eons7NNLC+yoog1PNT7GwqM5ZyTv5x9w1qMGpFbjQUY3pBIAU2zbUxV9hBMavDE01WSVSCYSNBHPy25hWweirCoQI/MFF5tCc90hhAFyLZqqXO40EsST3S1syxnLsOhECadSizpIJJUibkmCCR+hKdjJx+uvJQPzT6XbHs2Tc5Tm6r9TyQjLhkyvA/iIyl8r6eIdimY6kV0ZQLJiROLpwi6XBF9qYrWLaDNEQjufldOg0dFDqlo7KAvEhH0oMYBCZzlJs5PrWYy7qXQlMudxx/m0w0f4a2p3XwodwbCWNpUI1RbkIcjiGYtYt6pFYlTisxjPS9x+7EHMGuM/HjuF5i504bqSX9WfnMCIVtP6qkhBJeON8ra+f73v0+to4z/nH8LuaYs7jz6GA/vf5GbNlzLAzf8AvmdSUip0BFGTarIHyqiLe4nIcvcfewwsqpSbnXwRE+6R3zIpKZtSScuiVav5wprJX/wdGHWaNlQWsb9XTKH/EEMUoLvGHpYVjabHHcDshxl987v0wvodHZKi1fwVP8Q93WkWxW3OGdxVkkKwZDD8PAWwnlzac6aRyA8TJ69gXXVHyGU8PPA8Xd4/EQL5J6gn0/XzWRDWSW+RAKLTsd9bcdocLqZ487FoubzynCQHJOWzUNh5BPzfqbLS0uOGb1Gw6K8HF4bycWtz2Y0fowZ7jMwIWI7oCFx4otG9wuQo1LjNqOXJOIn2hBXmO0c9k9i00+y33+ccDLJvOwifnvYgzeeNm8FElpy7bBtbIBP1DUTSsQ4EjiIJxFjaV4ZtdZSTOpeRj07AfB1PUajM5ea8qv+FY/0v52MuGTI8D4IH5QJ7UsvHMEdMs71WuIuFSWp4lilRdQLaOwCob0ygh7syzT43kjbzk0zJDQnSrUYSiTyP6En1qegdQqYakz4D4Y44utgy3i6k+JB73FeHtlMznonC0fKUUSwBkH5QTsYRfSfqkaqOlmduCc0wE+P3Q9AKBXhjuMPc7fuBgA8zUZ2V8YRzZPMq9PjOBzjt8/fBcDvV3+fRlcVAHef9g0OTbXz5JYX+PlF38SaOrnrUCcTbO4fIjgcJC6pLM8v5cW+DjzxKLU2J8vySjgqJ5lxRS55AzKaHCOpPR4+EjJxelMLpiBsCYxxyJ/ObI/JMm3BOMuAeCKIXm+nvGQtPkWi3biYIZ2LnUMnI8L2esN8pG492b2jfDX0LZIaC/mFp5qFIrEpYu8qiw/gV/zkGaIY6SOhRFlbUIJRo8E4nGQ8lL43oYSM222a/oxOEtBpUsTlFCh2lMilvDmUZGmhSK49SalLj5gN+NLHS2bwCTFcbVa+bltGu3aKLNVEZdLBgFal1yfw0eo53NW6C4OkJZRUTznX9Q0zkWmgyubkxwf34Umkdz9bRntZ2lyICwsng7VB0vztbpr/k8iIS4YMgKqqhA/JhPan0BeIWBdq0NjSgpAKq9MmsGkUFfMMCTmkokRVRK1I+FBafNQ4RPtk8j6uR02CJksgsCcdbaTNEwntSxHclj7WdZbKuqblvDO2G4BmVz1Wycg9FdfhHmokrjWQcISxvZyObCKqIB/1nyIukiAhCSLyiYKOBkmHtNBFNJLgl3m9vBUYgTCsayjis2NORv3j6CUdDc7K6TEEQWC2u44jng4mO4ZxNFcjH/CDRiC00kHDLh/uHUkQoWODnVB+EYc8E6woLOXbe/cD8Az9/GzVYhY63cjtQbTdEUreTCKUGMlefGqSX1jV82rrJvxtvyAaHaOm8gJGzUt4uq0HtyFOvdPFcCTdobLYZGR45EmOTr3JrLyPMqv3cig8Odbw5CGeeutmmmZ8ln1WM13BMKUWCy06F9v9D7Nl+CUASmx1VFqXEeuIcka+jcP+GJGUQrlG4iMlDvrkBMV2hYGwh0e2HsCg0VDpLKDNC1uGFJblG7EmtETmyxgcInIckrVxnu/u5Dx7HY43HczHASK0XxLkuQ4VUGmbSvH1OacRV6LMzbLxk72j1GdpKXf5uGnrPhbnFnBGcRlZeh3nlFby2kAvcUWmzGYiz76QutnX09/5PDkFCykoXfnPPeD/DWTEJUMGINYjM3Z/2tEePiAj6AQcK9LiEjmWIuVV0eULJEZU9GUigkHA/0raxyCaQLILSDaQT1QH0VhFzI0a5KjK+KNRBFUkfFgGEexLNenaGAr4N6c4bcl87l3yXYLJMAkliTR5FGdrBYkt6YgowWRAbRER9qQT8hJmlT/lhbf5e3h7dDcfrbqAwdAoPYFBGnrz+MyjXyQBbM5zYq6tRhAE3gyN8IkZRcyYO4vdvQd5pX8L60rTORKhZITXB7dj11tR5xSyvxxc80qJyQpTBFiwIx3ZlCowUDQmcMuyZkSNxNaRQVqy3bgNRiKpFN2+SSK+Vg4v0OJcYmVNyE1+qZPZxmG+UFdEZ0yLKmg56vFTlnyGYLAPgGNtj1A0r4VFuQVsHxsmmkrx8bpGknKS3OBWvF1vAtAVfI2G/EtQUlH0GiO++BRtnsPkFS6m9cB3uLjsInJrzqC4zYy2LcLvdHum73F/4DjhpJetLjs/PTLO+jIHq4JQ8bqPiRqRz1taacpu4b62nQSSaZNijS1KjbOKdm+ckViYkJrkN8cTqCpoJAFbv8jnmxfw5kQXi5eUYfUZMBUJPOyJTJ+3N5BgKChxZUMFiqrSnGPhqGeE7+xPmxRtOj1f2b2VpKKgE0XOL6vCrtczw+VGI4rUz76O6hkfRfM/NFnyr5ERlwwfeFRFJTGqnOJoT/lOmljUBIQPyRgqRCwtItoCgdDOk+GiSgTUGORcoSd0UAYZ0IBvcxKNDZTKYUaSG1FLUmT5VhDtrECXI5AYVdGXCsSVSXKSEcpMeVgseWwd2kHQKRI9bRjX0RyY1OCv0WJWTfhrY6RqYliACe8kX9j3YwYi6S6HK+1zGfz6Lm7Zcvsp38+96jTKP3kNywtKcFTkcU3neTz49ENctek2rq2/kDyTmwfanmU0MsnlN3yKm129hKdS1CUdzHBmYQzKLNCL9Cw38QvHMMPJGB8bDrFt6jUkwYSi1vPqwABug4EzC1z88FAQXzIFjDNaLnOJzUK5rYpzbEUcmJrkpq27yDEaUbWnmrE6/X6MUhY2rQ4BOK+8hlTCz5ZN70wfY3dWs1e7kd179rKi8EwOTO7llf4n0EsGNtRcSPfxR6lzzedRzX30C93Mci5k09BzADS559MXNLHbGyUuq7zY6+NC1YyxLwpzs7mwuJnBoDwtLACT8QgzrCL5FgPbx9o5s7QKVSXdnVJRMWtFjnimOBac4OF4K19smc8CTwn1BjPbR9ICY9KIjEWStE55qc9yUmE3sH3s5FY4KqdInggzTigKKVWhyuZAI56M0PvfJiyQEZcMGYgckwkdlDmc2s3xtlYKHEWcV3L69PumWhF9mUCsW0FbKCDoRYy1EomRtMAYakRSPgVdnkhobyrtrAcMtSLmGRASu+ia+CM2ewkUxSjO+jDamAvbMhGlfIg3N30Br7cDi6WAFSt+is9Zwa2jXyGuSXDVigs5u3U92xwHMM3aS7BvI65UPS71M0wdDjKQHJ2e55O3P0zvliM4FhWQe2ENcjTF8INHmXzzbS4940w+ddYGpKMRtHM7uOHGEu6/f5ifHfo9AKIoUnfuWZRd/iE6RkYAOB7wUWq38rR3kKWXz+GJxAgHJtKlUw75D7BpbAfr8y5n/6QPgMlYjCNeH9F3+T6OeLwc3rWVq+ubWFVYQp0rh3NKS3m+rw9/7hmYgz1Eo+NkVV3Fb6dk8kxRfrFkFXlmM069AYwmWlpuYWLqKPF4gPFQD/qYB5d3hE09XyLLWcfinOXsmtzOqBxi3YLv0BntY3cwLUh1Wc2cW/kRvPFJCi2z+MpWD2dXpHeEDr3Em3laltyQy7cGwki9IsUWDeuL63hpIN246/LqBibCQQbDXubk5HDcN85Nc3K4/3CchKJyaa2V7rAXWVUos9ioFrMYfi1J81wTF1a6CKZkTBoRXyLK53fu4qtzFzARjTIRi3J1bRP3tR0hx3DSjyIAhSYb83P+ZyZG/iNkxCXDB57eg4Nc/q1LODi6e/q10k0VPP3Ck8xe2IzWLZF3rYHEuIL31STBbTKSTcC2TJP2p8gh3hJ2YtEYmNkyC6fTgpxQEFSBqcdTaISlzP+wjcMjt9Pa/hDRYg/F3Z9CJ1jwWrbg9Z6IuAoNM+VpYyQ0xI1ZTcgaA3/0bGLVOQuojajsP/QkACPD2+mxNlEYXcOq7Pm86d2FKqsMv96BLttE+a3zETQnAgi+bOXoNa9w4LkXyP38FwlbvHR2vEBLi4OZM220tcVp0H6cxllLuEkawqg/9RdyS7YNt76SI4Y43hOhxgLgNrhYV3AuZaY84KTAiaKBVYUFyCq8NjjIbLeTZ3rbuff4YZbnF2EUVT5SqHJhTgEWRw2TuQW0+kLc0TNGIJngI+VmKq1GdFoD4egUQxMHaR94ndGpIxTlzCEQHcel1DLlawdgynucOQVLqDOVoUEkqi0ilTwZDKCoKs91PQjAvDwzCA1sGQ5yTWM2fcE4L4wEGcszYTdoODIVpcKuJ0uTz8drXJSZ9RRstSNPCexe08Nv2g4A8OpAN9fWLKLdIzIUUvlQXiOpYxJyQCDLrmEgkUTYJrK4xUpbfpRhfIzG+/En4mwbHeGRznQjtSyDgY/XzaTD5+GzMxbQ6vWTb7Iy112I6T3yjf63kRGXDB9oVFXlqu9fysHR3ZxRdR6ry9ezf2Qnjx65j7POX09HVwdmsxmNRURNQKwz/atcDqiE96cwX6zwbe/t7A8eg3Z4OftBPM8mMZ3tIWztIHVpCL2cT0KYxO9Px/30DryMfXkdkVA/QvTU6saSqMXR/SKR0BAA1zV+hERyFIcsn3JcIprgd9lvExAiXFN1IQNTQ+wPP42tPm9aWAB0WUY0TgPDXYPs2t5DuzlMlruZiZGtaLUiC5bOpqrsHLZEQhR4jbj1Oi6vrqDD76fYluSujp9wXvF5WLT1LMjNpc3no9Hl4tB4goNTSeZkxbmusoDXx4OU2ay0+QPsmZigOSuLmxpreby7nbgiU2CyIqJwsPX37DvwawBamm+isHAxfQMvc1lOLjmWPIr1flKoqMkQG/d8H53WRFv/qwD4e4ZYOvMmphLeU2+inOTo8bSAuOxbKaj+DyqsNXQH28kxpRNPy+xzEaX53NhkxJTqRxIneW7cwURU4cE/PEzinScZGejjSF4xH7r6eppWn03udjvRXhVElYnwSR+KrKr0BcO8MwSLC6wMD6vkyxKCTiXYqaB1CCR9Krq9IvPONnLtwBsoqOSbzLT5PNPjTMVimLQarqxrpNLmYmFOAotOIsv4v19YICMuGT7g7Nixgz1HdnFG1XnccdZDAGxouByH0cWdu3/MY488xqXLryQ1qRLrUnCs0KDEVQLbZdwX6ZmsGGX/W8cAMEh6Uv0CwtJutnm/QHhoBKezBrd7BmODe6iru4zjx/+IqqYIBbpQlCQez3Gqqs7D6+3A6awhFvdNCwuAIThAPK7gGzlEVdV5dHY+i9VUhmSfyRODvwKgyJLLq57t6HJMhI5OkvTH0drTO5DwcQ/JqSjlLZXcOnaImCyzPudMVjW14I+HaFXLORb3M5WKcWNTA8/09FNuE+iKPcROf9rc8/TAU1xafAvtk1G+VdfMkeQY9xxP7w72TXlpMcT5vGOcL48n8MbTNsGeYJCrcya5vkhib7KCD1XVEY1NceDQ3dPf7cDh31JdeQ6nNV7JhLeTUTXAHW13ou36DTc23krH4Ebqy9afcr+CqoOooY66iiADI9soyltIMDQ4/b7H30FoKsmZ7vWEDJXMci9GI0j0BRfQ4dFTGn6EgcH0DvBj1Z/h0999i75n70UQJfQ5hQTbD3D356/jrE98jpX130gPqsBMTS7Pi50kFYUyi51wQodZm6LArEUUBcJDMpJewJgrUrZBR8KnorUKyAUyX8lfzJ7JEWrsDkBg32Q6MKPQbGE8GqHYYsWgESm1n5q/9L+djLhk+EBz7FhaGFaXn7qIra44izt3/5iDm45yfqGC97XUtMPfvkpD0ZcN6LMk5ISdZlcdBzzHiclxhFwZL7sIj6X9Fl5vOw5HFYFAH9HoFLNn30g4GWJiaCsajRGDwUVv7+vk5MzGbM5DFES0WgvJZDoMV28tRe3YTNjTgzL7Q1RaT6N0rJgRZRyTZCAix2jz93J1+QaevVTmjV8+R/vn3iLrzDKUaIrJl3oQBIELzruS38syJo2G02PV1B2pJugS8ZbFOJDwc11jI28ODtITDGLWGgmnotOhzQ6tg5issoIqnp96hPqshZxRXMzW0VFCySQaNUm87UlWV97EEyNpcbmkxEXCvxEr8MnaWtx2J/F4EJu1FJ8/nRxpt5Wi1Rgxm7JRtHq+vfEC4nI6z+PA1H7sliIEQcRqyiMUHWdh0ycZmnwHjcZKad5cTI4KYqJEaqp1+r65HXUENVaOJfoo1lsgFaXBWkd/8CUKLWPojUVIog5ZSdC5+x76nn0HY0E59V+8C312AdHRflq/9wlevud2PvnkteR7ilBT4B5xcX3dYoRUigKdjZ6oQrFZZoVkx94nITaDHIZEQMFcqMVW+afdo4azLGWcVVaWfh5iMQbDAYLJJElF4eHO45xTWolN97/PYf/3yIhLhg8skTYZ22AuAAdGd7Gh4fLp9/aPpAshZoULUVKcEkkmB1S0JwpT2nVWvtF8E9snDqAXdchqD7oxw3T5dABJSps5UqkY77zzBg89sotjR4exmPWsWlXFtdduwGqxcvDgXQiCxKxZnyAU8yFoDbhMRcTM2cRjQf44sY8V+iz6xr+MMirzvZk38NWhjVSaK6ljLitWz+eBI7ncvuU+hh9IF4Q0WMx8++s3snpNNjFdPktkB7Pu84IMBuDC9Q7OO72YgbhMpz9Ahc2GU2/m3MIrOOB7E52op8G6Ah06hJhKdl4Tdx4ZAOCyqkqiySRzbSFEdRnrHH4KBR8SUK5McKznZczZCzg2GKa/fQcr87NZuvArdHa/CIJAbdX56HTpfB1FVUidaDrWlH0m73jLaci9hhS9zK+7Dru9iJe23koskW4WFg33IybDeLxD9HRUsXlTEkVJctpKI4aVf6Qt9BJ2nZOFVR/ixa772T6cjhhrFfVcWrqa4Z6XOXY4bWosvOA69Nlp85kxr4TCcz5G9+++zd3bn+bOmz7DO31BnpiYYvhAkstz3MzpspCrKjhqtYy8lmQKGUejRHREwZgnosjw10qMOvR6UorKqwO9ANTanTgN/7d2LH8iIy4ZPpDE+mVG7o4xK7mcYns5jx65D4fBxeqKs9g/spPbt38Lk97MxWdeihJR0Wany70IGtCXigQPpdDaBAzlEsXmfIrN+SSTYV599eMUFi6nufkG/P4ezOZ8BgbeRhBEJiebuPXW+5FlldxcPR5PlAcf3MnWrYe5557PAenKwAcO3El5+Rn0HH+F8vJ1TCYHWbDiiyxTwkT2/IxUKv3rvvfQr/nl/O9w95iG23qPoREEbrjzOhp3jxBt9aDRarlj7XVoD/wE/5CfDudl1Ma16VDpEyQnU7RNjvDj4/30hdK7pXyTiTOLi7im4kbGonHisswLvf3cmJ3H890BZDWttE90dfO9WfMJmUSqs/J55sXLpsfttRaTN/NKJjFwaGqcPZMx3hwa5qvVEovrL2dkbDcHj9xHYcEiqsrXk23K5/rmr3HXgW+h189l32iAdL0CN7eEG1jj0E4LC0AoNk6OoYFf/XAfrUd2TL++e1sbroesLPt2GYVFhRxvf4zBSM/J76vEMdpKKClfR9eOMLAVUXvqrkHUpRf7WDiB4BCokPQERmU0okBhiZbqpXoCbTL+4zLueRrC/TK+ozKuWRKegzI5S1W0f6UxpCAIfLx+JrUOJ7GUzOK8gnRU3P9BMuKS4QNJyquCDJIo8euzHuaaF8/n17t/xK93/wgAk97MPTc/TF5NNimvinWpBmQQ9ZAMqgSeT4IAzjO1kATzbAnZEqOwcBnHjz9MMhkiN7eF3Ny51Ndfhs/Xyxe+8FVEEW69tYr6eiuJhMK99/azfbuXl1/aS9MMCVWVsdvLCYdHsVgKUZQUwdAgY96jLKg6ny3SSWevKGoYCcfZOZ4uq5JSVfZPxfl4y2UwK85yZz3KSBchQHXVccAbJMtmZFGVE1NnDDQCh8sEXhz2Mho56bCejMWY5Xbynb0HubSqkj0TE6wuLkJvTWIa1RA+URLeqNFg0iWptZnp6t2N1V5FrHAx40oCuymHN8ZeoT/YTmP2GorMKxgMx5gIeekfeofde9O5OL39b6DVmikvWc1pJWfT4G7hzSEPcGB6PnqTgKEnh3lVH2N3532AwLy6j/KzH95L65EeSle6mPnRAgRR4MhDw3S/OsXgM3E+95+nc3TvL5jbcCld/lZkNcWCvDUEZD1F4UtZlhPhx/yc4RfvxzFzMZLRTCocYPildHj2jYZzsYxLzK+w8vD6alKKSq5Ji69VpuePCTgRce2epyERSKEkARGkk52P3xO30ciGipp/+tn930JGXDJ84EiFFFI+Bcs8CVEnUL9jBvufbOXptx7n8LZWCpxFXHzGZeiOOvA8l8Q8WwJJJfDWiZ/8EljnaAjuSRERBwhHxojsLSRvVTHR6MS0v2RsbC9lrvNR4ipTQS0jI1EWLXJSX59uAqbTiVx6aSHbt3vZtWuEj3zkFiLRSbSSAadgQo4HODySzkyXJB151kIWt3yV7Xu+g6ImqSs+g6lgP1qxYDoJz23UMO7t5szJQQKb78BWNB9nyVICEwdYnjODjZ5x1Gb40OJCDsUD3B1sRR+VuLymmnuPtwFwY1MjPYEwc9xu7jnWSlxR2Dk+wekFBdzUWMMD7T0owILcHO7v6ee6RII9+3+OY94X+EFbukOlgMAVxQvoD7bTPrWZOvdaHBowR3YQ1Z/aOmB4fB/bjj/AkpmfpCxvEXPM/XyhQsPekBFBcdHclY0vMEmyMU5T+Xm47OU4bWW8+Pw76CwSLZ8sRjrRUmD2dcWM7A7Q8eYIVa5ZHEVF8XSzoeoqRqJDCIpAxdgSzANFNF2j4/K2y3nooYfY96m1mMsbCHUdQY6GWHHOlRTqqhl8PU7tNUbc74rgCg/J08ICgKqSt1yL94hMxaV6TPn/9X13/ieSEZcMHzhCu1NMPXsiZ0MP7gu1eJ6HD59+Fb5UEusCidAeedp6FN6fLlQ5bU+S01n9wspOtox+lnjcizVVxgr/TzAa310KXUBSjOi7qxhJPAaAJP1Z6PGJdSieCDM8sgObrYRAdBzZlI95pI1a9yJ8+fMpK1sHgFuqZ2nlLSQlLyMHH0IXneJri7/HJm+SEnsWUaGDJllEGdyDUL6OIWMxudnF2BNT3FxQwYqoHkVVGFLi/PpgN7KqEpdlZrpc3LdqJYqikG00cszj4bjPjwpcWaTDJfhpsrt4ZSpIjtGIP5nkj51dqMCHC3KxVV3A/vDJKDcVldCJ8OnmnMXMdRqwmzxYwrloHLXo9A4ScR9mUx6hhJ9xbysvbP0CK+d8nld3fpMD270c2pYgFbbTqs7i3JtnMDn4xPT4S5quJxZV0Tu008ICIEoChiwtgZ4wZsq5oOEJdkuv80DHndPHlNRXce6ajyKIAvfddx/19fXc/ss7mDqyA507n8ILruPsqz+NdUBCY4TOB2K452txNkmggNYsoLULJP0qiGCpkMiapSV3qYognnp/P8hkxCXDB474u3rCq3GIdSlIZoHIERnLbA2IKhq3iBxKHyfZBSS7MF0PTJsnoM0TCJr3Ee9M51wEI72Me/ZhNhdRWrqWUGgIt7uJHs9T5BYvQ+w7gtutY9cuH2vXZlNaakJRVJ56Kp2AuHz5bCyWAtra/nhiZgKntXweMRIiKnvYv/9XNDVdjW/wFUb2PwBAfvNHMJnK8fQ+xaer1pBTM4PXRkIISR+9yz5NT0okmsihtS/BBVUlfCS3hmJg9NgzDBx+nG/MvJnBuEqlK5f5eXlEUyl+13qcJ7q6aHA6uaiigqW2AP0HvkpAjnHMWoac92UkUaTVm/7eVTYbFg049XZmGN28KmhIqSlMkoFGSwmlBWfTYK0nPzFC99YfEAE0Bhdzl9zARKCbuBLjUPczABh0Ntr6X+fJe/vZsXEq/ZppjNZIK8/e8keuuLmUGfMcAPiDAzTPrmPr5kNMHA2R3ZgODPB0RvB2RMhutNDadhCmJPSl2afcf0nUTIuAVqvltttu42M3f44vvt1FZ0hBJwrM1FjRWgU8+9ImwGBPHCWpQ02pDL6YxNEoIZaBIVvA1ZReRjPCcioZccnwgcPUKE038tLlCSgREPQCSlQlsC29mNhXadDmCqgJMFSJeF5IYF+mQZUh5VEJ7ZLRrnKeOrCs4gt1MDy8DYPBSXv7k+h0FnItixFFgUsuKeDXv+7l619vo6LChNebxONJUlmZz9y5aR/Kn6grW8/ort+RjE4hGeyYqpYxNPAOgQN/mD5m7MjjlK/7AbX1/4lGn/Ygn16wmF/4Ovn9iQW72FRIofUcfPGTTmPP0D6MNeei6X8OU9crZFefiZJzK/s9UR7u6KDJ5aLYauHg1BRz6SJ1IjzYF+xlXmmSI1oruRVG9KJEnWacHe98CgBbVgOfrDyPzug4cyxFTOz5IYqawlSTR9B3cleTinnI0edRUL+YMc8xjva+iKwkqSxayfHDw+zYOEVRuZErbynHla2j/XCQB27v5en7RpizoITZtRdispWw+poptm87wjtf76RwkQNRgsFtPgQB6i/Op9t2iKem7qHaP5M1JReydfhVGt0tlNiqmIyM4jblTc+pwKrnRyur6PbHyTJoKJP0jGxKnry3KgQ6Uuxp387m7Vsx77WwqvY8qhYXIEgZUXkvMuKS4QOHpVmDZBFI+VTQppt5BXelsMzRkJxMos0VSQwrxLoVBAk0NrDM0eDfksK5VkvkeBJrSRybOp/ZM25hfPQgufqlGHcvhFkGKitVEokA2dmzcJmbMAr55OUtYOHC3eTn1/DEE50cOtSN0Shx8cXL+fSnr2R8/CV0Ois6nY1EIoAhBYFo+te7HPNjSqWIRMbQWfNIBNILtc6aT1KOIWhO+gMUVWXL+P7pvwciQ8ywyZSa0+a6aCrFm1nreKx3jCrLcjasOJ+Dvglmjwwi6l0YJYkis5nne9PViktLradcO50/RdlgGbbmAA8Ot1IcuWv6vcDUMdwla5hjLaciEcRevBqXuQi3L4lStICJjlcA0FvzMDlLmVKz6EjMYHbtFYQio/QMb+GtN9Oif/aHC8nKSUdx1c60sXCVi3deniAZmMGu1vvJzZ5N47xmrvnxBl76xVYGNqfzivKL3Cy+rpGbLv8PWv17Oa34bHr8bRhFC99ccg+Ptv6K72y/gRxTIZ9f8FNKbNXT888168g1n/TGO2do8BxMoSSAvDBXfOMyth/fNP3+T974Aj/J+zk388l/5jH8P09GXDJ84BBEAUOpxPjWOOGDMoIW7GskTDNFDOV6VEVl9K50ZVwViBxTyFkbx3ilFV2ZiiU+ifzGAOxQqFq/CtuBi0lNqSRVMFWXManuprv7RQB0dVa8yVYSiSANDVeyfHkTp522ie7uF5EkLQ5HEdnZOcAcvN5O5s//MsPDWzEa8gm8e85aI1q9BUvLx5AHdqKiYsifwZZtX2fp4m8g+UZR5ASu8pWcXrCYu9vT5rUKSynNtiyKjv+Wfk81kyVnsWUqSFJROBYI0+ByUmXP4c2pGOeW6biypoZtYydrhT02YeVTM25CjY+jNWThlLQImt9zNFLBcDSFxjELTpS1MZvyKFaS+KcOsqPrGWzWciKCGW3xLMZGt1O94ktoVRFb3iw0lkJ+uW2AeCLECm03Bp2Dwurzafd+FwCT9dSl6U9/H2t/mYY5NlRnKU903AvlsPineSzQXstwsI9Vc9aRp3eyafQ1do2mhWBx4VpcJjcd3kPsG98CwHhkiMMTu04Rlz/HVilRd4ORVETluptuZPvxTSyuXMuFs69hPDjEPVu+zy1fvoH5K2ezcOHCf+5h/D9MRlwyfCCRQyrhgyeae6VAjQoM/yyOGgf3ZTqMdQLJUUj5VPTZMuqrnZg/04ziiSL744iNLsgzgS+CudKBf1JENIM+V0vX1hemz9Pd/SJudxMezzE8nmPMnn0joKLVmqiuvoDh4e309LxEQcFCOjuforRkNWrMj4qVopZriPh6sWTXk9AbOd71NEUOH+bsOoY9B+g/8DPqSteTGD2GGg3g7d/CRMerXHzWzykx5xNORWlAj/fVm4nKCdpceTzU9kskXYqLqtbwZGeIErOZu9q78CVTOPV6rqqtxazVcsST9qnoJIG9vqNEo93MKTidwePfwWLOo9ENrqp56HXnMdNZTjTYgaqqdHa/gMbgwO6eT6v5At6ZjDFXNbNMtPLqwR+xesl3cVqy6Rx6myZjjHy3BSGSj6IxcW/7XRhr0mbJd14a55LrShBFgUgoxe63ptDqNJTVWAGB8Lu7twmgzZOZXTaHgXA7RfY108ICcHhiF5fUfpK+QNspz4BFZwdASal4D6fwt8uYiyWyZmvQGNOmLmO2iM/n46nXHqHCXcftFz+OJKajMMrddVz/0HruuuuujLi8BxlxyfCBRDQJGGtFom0KWrdArEdBjYNkAU3fOK6RIcg1k1qQh9A1AeEUCKAc9SJvG0UoMiMIoByewlIaRXdmKdrxCVI7Q5hNeYQjaTON1VpELHayWGEqFaO8fD1arZm2tj+iKCn8/h5EUcuieV9CG4/j9oUIDj8CgKNqLWNHnwZRoLZ0KWOHHiUE2AvnMLP6MiJHX2I0nk4uzG+6mKC/H9/YHmZb8sgpWMLwwYfwyAl0hXP5caidgWi6rtVYdIKP1nySLWMTJ3qvwIPtHawsLOSCinLcBoHDI3vQpA7RObKJIkcdOZKZlCkHf7CfaGyKxXNnMakv582pSRzdv0BVUwiChoaSVRxJ5vLqYJgSk47Fhj6E0Bg15Wcz5euic2Qrh7ufYU7thzl46AlkJUFx7nxq7Q0kFyVoqxhnzzse+jsj5JcYaD8cJBqWmXlxKTPnXc5o7xsUGvLRSQYScowCSxlGjZlAwstb/c9R4Wig2FLJQChdZqbO1UyOuQCnIZuPNH6GXSNv0Zy7hJbc5QAEu2V6n0jvVL2HZCQ9uFtOmhqHh4dJJBLMKVk6LSwALSXLEASB7u53NyLO8Ccy4pLhA4lkFMi+REf4qIxoTHefBLDXxRDf6kxXexmPojOJyMM+tOtLUYZCqJNp57ZYaEHema7xonb5MZR7QFSRYiaWln2ZzvirKKKCw1VJINCP19uO01lLWdlaHI5KkjEf7e0nQ2vjcS8CAsHYOLHh/SBIGHPqiEcmMDsrSCWC+Lrfmj4+NLSP8sq19MRPZq2nkhFGxDCHtn0NgCVLvk1eyRJGjz2DrDPjTU5MHxtMRVggt9MtnHRqC0Aw0IscN7BYKyIYPbw9sINcSznzs5eS76xH717FI139eBMpijVVbOzvZ8tYmOsrPsxE14PUVJ3HuKcVc24zMMU5WUHG238JwDAwd8b1HO5+BqPOgSfQi6ykF/WBsV0snHEtx3yHWPPtRkYeU9n58kHGh304XSYu//hqfMsH+OPAE5xddRkH/MdYkL8aFYVQwk++uZhXetKmwHbPQT497/vsGtmERtSyIH81GlGLRtRydtWVnF115SnPQjKonvp36NS/83MK0Ov07Ol7h5SSQnMi8GJ371uoqkpVVdXfedo+mGTEJcMHFm2WhGN5+peoPk9GiSUQNad2R1STCmKxleTjnUjN2YgNTuTtY2DWIs3LQY3JKIenQAV56yhCiQVnVj7zi2/C39/GS323kJszj3POegyjOQe93oqciKMf8VBbfi5tPc8hSQYqKs5i3NuKUW/HUNCMWFBP29hWJElHVXYTsbbXsGQ3EA+l/SF6ayGWrCokrQk5eaLjoauSakox6e30DW+hu/tFKk8/i4pFt+DreZubsmfxw74XUFH5TOFlFE4YOC8rzETCymgswaUFGtp3fQ5b3lps+16ndN45zNGVIaeidLQ+xNzqy/jh3la2j6VFtXPnLr7XkEdxJEI7jZTO+gGjg/cz6W3FoepZnnMWgjz5rqspoNVZmVl5IYoqo76rYJsoaMgxF7G0aB2qqrDr2k1cftuPqDOfTllBHmZdnNd6H+e5zgfYPvoWZbYaNg+m/VrNriWMBAcZjwwhCRoWFqyh2FZJsa0SVVU57vMxPD5BtdOB9T36pFhKJPRZAvEpFckI1oqTuxM5oRLea2Jdw4d45sD93PzoBWyYfTXjwWHu2/4jBEHgk5/MOPTfC0FVVfXvH5Yhw/991JSKEkohP9+NvG0UTBqkeTnI7wyDAFJLDmK9E1VVUNr9KDvHwaZFWpyHYNIg759EanQhH0pHeYnLc3my/3KaS8+loulD6G0FqLEU8Ze6UTeOItfp8a700+N5E43GhKKksFgKMWqt7Dt0J8lkum+91VrCrILTCYtJxEgQg9GNZC/gaOfj1BSuRpdMkop68fZvIxn1ktNwPiPxYczOcmbNuJaJjlcZ330fYl4j3TkFhOKTxCeOstb5HxhzoTd4iL7JI/gnd6MoSRZVfxTHwXeQw5Mca2qka2wrLQu+yHjCx/0DJfSH0vP6UpFIzsEfoaRiaLObMC74PEcPfBl/cABBkGhsuh5EPb2djxAKj1BdeT5tw28TjXuRRC2nzf4ME952fMFBcp3VhJJhnvBsIpwMUpe1kkn5LPZO+nDqdPxo8SKqbUZ2j77NZHQEpyGbZCyJmlJpzluMxqihL9COVeegytk4fU9f6x/g67t3owDnlpXxmZkz3rMRV9yrEJtU0DlEjNknkzID3Smm9srExRA3/OByNu1+dfo9g8HAHXfcwdVXX/3veBz/15MRlwwZ/gw1lkKdjKFMxVD2jINBAwUm1GMe1Kk4YrEFedf49PHisnykShvKVAz5nRHwp009gkuP77w+RL1I9swLEQQR+ZiHxC8PT382tdzMnryHmZw8gsmUg81WSkHBIrZt+yaqmjbVGQxZLJv1afZ3/ZFS5wyi3VvRmrIwly1m2HOEPEs543vvnx4zu3odGlcJWSXL8R16guhUJ7by5YzpUmw6djJ0eEnTzRSrDWhDIY74n6ffu5PlxRdhPPI2gt6KrqCJZONpRLUatg2+xGigG0vWxdzflUQC7nC1Ezj2x+nxyld/g5i1iL19e7FqVFI6B/1RLQVmK9boTpy2Et7a/9Pp42fXfBirzklrx2NEolMIgkDT4q8xGh8jrNRyx7GTu56ramv5ZNNJ0XgvUl6Z6F4ZeVzFMFNC2yjx0Y1v0uE/aTp8YNVK6pzOvzHKSeSESvejMQJt6d2stUJk35E9dOl2klfj5PzzzycrK+vvjPLBJWMWy5DhzxAMGlSdSPKB44hFFgRJRD3mRWrJIflAG/xZ7odg1CDNzoZWL3IkNf26GkriMJyJvsmCIIh/fpr0Z0UNGo0Zm60EVVXp6XmZiYlDNM/4OPsP/QZR1NBQfAY6jYWmygsZ2PSfqEqKmL8fSWOk0FmGEguSU3s2423pKDVRY8DpbiBw9Hmmjj4NQKxwFv1GN3kVG5jsewlZSVLur8D+xCFQVRY0rqZx0VoSL32TlHyiNI5Gj2XF9bx97Nfs7n+RAnsV5uQe7i+vxzE5hCTaENyN+CePgiAyEujnyclCNg1Xck5ZHlv7JvHE09fjxso5lFkMCIKIeqJPTEqOMTB1kOKCZbR1PU1h4XKqXDNxJCZ5pe8IYJu+TjbdX+/OqCRUwm8nkSdVIpvT54tsS+G+1UClzUaH3896ZyktqVwco0YUq4qo+fuJj3JEJdB+0kwa6leYN28eS5zzKV73f6//yr+ajLhkyPAeqMEkxGQEtxF5+4m8j5iMUGZFafMhLc1HPjKFWGRBWpCLGkpCqQVpXRny8+noIWVJBZEjGnRFSQRX2o4vVtqR1pUgvz6AWqgnUhen0LqEQKCXQye6NIZCQ8QiU8zPXw9qiuj+pxlYVUORJRf1RM+T/rEYdzz/Ou19UzhMMhvW1HP2hutQUjGMjlIcRfPxHEwHDCSrVvCzeA8dPVtotJTw+dpPYk5GMY5G4IThQjo6gtDSBPLJrHQlFqBrch9be9LjDPqOc0bWGoyv3k78xHG5i65ENlkxF89nZ0zLpuH0LiGhqNPCAjColNCPlbOX/IiuobfQiDoGxnfjDfZTs+CbVJWvI8tehcngwO8J0jH5OJdV3MgBj44KqxZP6AV2DM/CrLWSpyvGKeciWQUErUC8XSb0YhJ9w7sEXAEloHJ1fR2zTdmUb3aTGhQYQkZzQQr33L/fSlgyCTgaJHxH0ztIS6lIdFTBXvt/ow3xv5uMuGTI8B6IuSbEWVmo0RMLpEECmxbNojzwxcGkQXN2KZi0yNtHST3WCVk65NOqiC+cBUBgvwZrM/Cu8iCCXkJ7VhnxFpGdB36AKZxH37E3KClZdcr5NXoz0UOvoCRCOGZfzjHfAPm2MoparuXJ3/+UL/+mi0RKRRDS+vDm3m0cHTZy1SoJrSmb7JozyZ55MTFfH322bDq8uzFIeq6V3Pi2/gwf4HfVU1V7Lpo2P+g0bEx00zD/IgqDfgRJj7HxDCbFxCnzMqc4RYASvkF2Cd0Uhh3o9fUIgF4SKTAb0EsicTn9y99l0PLW8CgzXCXoUzGODTyfvqw6OwlJx70d92LXuzir8kqqnA1cVvcJOn0HuKysktf6HqcsexH7J8N0h1TyDMdZO56g2J+H9RwdJEAoCJOq9sHhQpBBUwbaIpFSqxWXxUj7YHx6zlMH3qe46ASKz9Zhq5GRYyqiNv2aoyGzbL4fMlcpQ4b3QPFGEetdoKgoXT6kuTnIm0dQjvvQXVOP1OBKHzccJvVoRzqVfyKONh4mZbITOK7DWK5iLohCyAB2PckTUV1arYmpZBvDUzsot60jmQwxMrKDmpoLmZg4THb2TCqqL+CwtRyrrKDb8zzNA/tJGZ4ka8NP+MmTfhAEvnl1GafNdtA5GOVb9/dw5+83cubyG8mLdKCkkijJKDprPnnOCiTfXoqMOZhHDvOn9MOQp5V484dQjTZ66wsQ9QcxS4UQDhE58iJyeIrydV9keeWH2Nr9OOWumVh0DhRXKSlPHwgSIXcOwcE3iRuqCWqq+M78AtqCYZ7rO87FVeWABhGVvRPDHPRM8erAAF+ZcQHNBheRuJfi/EXcfuQ7RFPpIIFwMsAVDTdx7+EfMDdrAWOxMKsL1hESCvnN0Siymq5bYCv3kPWcG32dhK5SJO47zKGer1Fw2sewitmYK5xIznQei9YqIJlAPtGyxlL6/kvia80CAjC1P4W5SCJ/hQZJn6kl9n7IiEuGDH+G4osj755AfmMQIdeA9sM1pJ7shpQKikzyrSGEShuiXgMiCE49aiQFMRn1yBTmNUaMrjDqSAj10VGUK2oYFY6wfft3EASBhQu/gt1egU5nR6NJF5SMRMbp7HyeNWt+RV7eXACcSpzQoRdgIF0rTIn5eePJexgZneDildmsakk7pmtLTNy0oYjP39nFE0+/zO133Efc10f3K18CVcEhx/j2jA9zODKMWZNPdKoDgKKa8yFyHF+RREQrsGTLI6jBMeJmF6YZZxE5/AKW8U7OarqZZeWXIg63En36yxhnbyBYvxCNLZe+RD+zqi/lgFzCU70j3LGskqcPHiSQTPL7jlZmZrmY7crioGdq+vo+3h/mU42rkcJdjKeYFhaAiegQkeg4l5V+mLH2p4nFPIRddWRVX4OsnmxoFpEhelGSMVOEHFXLDx+7hwf/sItQZBsuu5arrjiHH/58CZIkYciSqLrSQKBDRjIJOBvfv7iE+mX6nk7v3mKjKbQWKDw94295P2TEJUOGPyeUBE8cscYBOpHk/W2IVXaEbANCnhnFHyf1Yj9inhEMEkKuEcGoAZ2EZmk+6lQM9a1BxGoHtOQQy06xefOXiJ9IeNyy5SusX3M3py3+FtFUGJ3ORiDQi9lcgCCcNNc0OqqIFMxlit9Pv+bzpbP9sx2ntjvMdqY/FwgGUSU7Ae8oqCqSzkZO8TIcHXuZYbIhZdegqT0XrcGJvmMvkeEjAFQ2byAaTOevKGEPKGk/w7Gwyu0bD3C2PcHaQDrKLRYa4fXIEWLDJ6ufaarnc2F5HXcfGWBudinhVJCd42PEZYU5tgQ77Fba/OmOmTUOB/e0+bnADTaDjgUFF7Jz+ElEQWJl7ko2v/Uf1JSvJ36isoHXc5zC+AT1DjetvgDNliwu6atB2CMglAqc89AF7N+6iRxTLotKW9g1uo2f3vEU/uEb+M3v70IyC1hKJCwl/3gTrxMFoaeJT6rEPQp613sHaGQ4SUZcMmT4M4QsPWTpEbQi8o4TC+5RD9LaYpR945Bv5vX7nmZj6ijSeIKzS5cwL6cezcpCpEo7apEFdSpG6rleAGR7BFk+afOX5Tgje+4jcPxFDC2XcrTrUTQaE6lU+pd5TvZMlFYv6ngEsbAE46IrSQ0dQ3QVUNFzGEkSeXnHFOcvc2PUS6iqyjPvpMN2l61cz/WHQsiqgc8u+S5Vnr1EN95B2m4nYDrtk4x0vkNR0zVEx9qn5ySqpyaPCo5i/Bvu5nfDCl2BED8PwJyKRpwlC0gMHGHO4nVs60k3QCsuuYgBKYsnOken0yLXl2bj0HpYUVCAOX6Ac7THWVB1Dt4UHJqaoi8YYpkrm9a9X2ThvJ/QnHceUipE//6voyhJ/hxd1MUX3HPw1iSoGLaiPJtuSHbotV3s37qJpYUreGD9Exg0BgJxPxuePYN7n/ktN2y6nDlnL/+nnwVjgYClXCTUoyAZ005+JfX3P5chIy4ZMvwFglGLtCwfecf4qW/oJeJ5Oi754cd5rW/n9Ms/3vcQV9Seyd2N309/Xi+hpnxIi2QQzOi2RVl4zW1s2/dNQKBl5vXYRoawl60jYsoFhGlhMRhcyJ3jJH/fhVyYJBhuI2UTEMqbGD/wMGVNF3LlpUnuf/h5rvj2MRY32WkfiHCsN0J1sRvXqisYHE+bce71OviJ3kXqxJLvrz+P13TNRGbPZo3WQF7FWYQ60qHKGFwYln8cefgYQsFM7hJm89zhAHOyHczJdnBgwkeOLxvDyHIoWItr0EykqYWhRBTBVIpdNqNy0vSlKgluLh5H1FdTW3wOaiyIqknhSRiot+eQYzBT6MhBtpbTm7Bx58FOVFXl+rJb0HT8J75AL/VVG5jwtFKet5aibQtQ+zXI56h0BP1Uki46uXkwXaDyE7NuxnDCxGjT2/lY0yf4/Nuf4qHnP0Pd8ucx2U5trfx+0dslcpZo0NlllATo7AJ6V8bn8n7IiEuGDO+B5DZBtR2l3IraE0SssKHGUnzvnd/xWt9O1hTN49Y5lxOTE3x79338oe0VFk+s4ZPMQhkYQtnxNMRioNEgLTqXsuxV5Jw/GxBItb1NcNejAGi6t7NwzWfo7H+drKw68uIaxt+5GuPCVQQ0ESZPNP3SmLPJnn8No8ee4arF41iMF3Lfw8/zzOZJBEFg3cJafviDb/PJcQ2cEBNZUcFkA1GDYM3hYcdq3uxNm7I2GiLcLS3FWV0MKiScVTx1/NMY9A6C2vN4rj993L4JH2eW5HJFiRv9viGEwSAMBhGYoKyxBc/o/YR7jlBddyPzsgvZPRHFpJGo1fVy/PgdXHHmKsIxL+6sJqJTZl7sTdc3m5vjYGZ2MQ3L7+LyN7eQVNI7p9/2J/li6UVoFD/joUESko6j4Uqu2fVpvHv3YX5dT+68hfy69kvYO21o7WlzYCgZPOX+hZIhAJTkFEF/9z8sLnGPTHhQRWMGR60Go1tCSakYssX3lSOTISMuGTL8VQSHPl32ZV4OynAYRiPc+9IjZBsd/PHM72DQpB27M7OqqH3oUu75w/1cd8XVqJ7BtLAApFLgUFHGIpgKXAhOHSFBg6lpPfH+fciBUfJTJmrWP0D42Ov4Nv4Uae75BBIBkKyIBjtKzE8qPEHU20c8PIokwE2X1nHdZfM4uvsVikprKcjORSMM8odaPQcDKhsTeZxnnqBv96/JnXMOoqOS1omTi+JoLInPZML2WoLYvFw8+glmFqxlKjpMCJl0T+c0zW47LRozEXcKCwMAqEYdnthepk70R2k9+J+cPvNTlJplJCGKNjrEqhmfwnPoIWIT7dgqVrA/MHN6zD3jPiZiSQrMZgySRDCZNoXpRZGsorM4uPcWgpExDLbL+Y8LLyQ+Po4gSaCqtO7fzfLKl/nKz/7A0ovO5Acbv8VP93yXWTlzKLWVc2zqCL85+Au0GpH5s3MwmnP/ofue8Cl0PRInOpwW6fJLdLhmZXJb/lEy4pIhw19BzDWhXVdK6q0hxHwTiUiciZCXlYVzpoUFINfkosSSy9DYMIlfH0X7sXeVBCmuQO0wknzyCLj1pM4ewvfWT0GOY555DtHBQ+hzGwBICSosu4KuHb9EVZKAQEH9BryHn8SSP5d4NP2rX9QYEDV6dKkg1aVZmHVJvK3p7Hy9o5Ras5tZ2bUo0RSeZISRtmdxz7yUDQV13NGZFr3TszRYIlsIX9VCW+BNKg5Poe/eQXFOFfnufgYL5rJ7Isi60lxWFuUgJSR2Us6MtRqisSBtOTaE1MmeKQCRSDe7Rl9EFCRWN38X3dARJk9UCAiPH+Vjy77FjglT+poZ9Tj1Wmw6HV+eM4cfHzyIoqqcVpDP/R0DfGrWZwhHR/nq158hPj5O/gUXUHDhRaiyzMCDDzKx8Q02vXA/S7/5Tc659lqev+celjw8k1xTPqPhYQC+87Fvc8b6i7G50g3BlLiKGlcRLcLf7HcfnVCmhQXA2ypnxOWfICMuGTL8DaSmLFQB5G2jaPU6qvJK2TF2lNHIFHmmtIgc9XTT6R9kZeEciMtgzUd71ZXIHb2gr0B+YRyxyo7aosMX3Ux0xlKMBifR4zvIOvfb6PLrAAinfIQmWk8IC4CKZHJSuvQ2dBEnSSmMs2gJEV8n420v4ChagC23iXDnW9Pzjfv6MOc2EOzZjOgux1qyEIOjBM/xF2nSb+V7s24mGQpS0fcqcv8OvA4NbqmK5InOmep4J6XB07h5Zj6GlgasOg0aUUTVqTQusbJlLIdf9Xr5SJYFEnMxW94iHOqhtOR09sSHERBZVX41EyEPufEA5uw6TI5y5GSEeCLAWWUVuA06VhbmkGtK+0gW5+fxNUnkqd4+9oxPcFFFNQmznXx9B289fy36vDyKPnw5gpAWhNJrrsGzYzt7X32FT61dS+qMM6my2rDt3IG3d5RVWWu5esYnWWk4Hf2oDiohOazgfyxOckDBvEaLZY0WUffeAqOziYg6ONENAGOOiKqq0+fP8P7IiEuGDH+PyRjKMS+ocPPpH+Xm33+L1c98iusazyOWSnDniV/nN828GLHZjZRjRrA0gpCHvG8inQuTbcSfbKWv49HpYcvqLkbrKJz+OxUPImr0CKLmRJkXAbOzCrVtMxHvEHJxPVOjbZicZbgKF5FTugI1OIm+5kwmDj8OgK10MeGxY+hcZfgmj1Mz72ZGI37k8jMQu1/GtvlzFM+7ATk0gmbxVfS455Ic6qHmXV9XowrE7tuA7owv0la4nGd7RlAUlRqnBZ1N4KLKQp7sHqbQrGd94w9JBsfwmRMkAx3Umxby6EAfF2YrVOY3E/AOMtHxMlpjFhSv5432cX52WhEH/O/QE7GyNLcFz/g+Wvfezsqa7zE3UUBvf4Q7fIe5Ia+VRDyJ2WY/ZWEXtFoks5lwOIx8YtGfefrpfPi6KzjT14j/wSShWQn2F01iN+uYL+cQ2yOT6Ej7dUIvJNGXi+jr33v5M+aKVF2px3tURkmCv01G7xTImp3ZvfwjZMQlQ4a/g5BthFg67+O6lZcxdLSHnx58hC9tvxMAs97Iz7/+I8675GrEYguCJb0IiQ0uVEFAqLChdAVIhCdPHdjqRrKcNKFZsmqJ+vvJqTsXVUlhy5tFavujSAYLuqwygntf5JXxUv7w1F0MjY5TW/IUH5ut4bxzz6Go+aOoGh2KJOHKXoluQqIg9wz2JZx8c8BMQsnj0wtWULHzi2yiGHHpl6jSDqDHw059KaVNGzB2vYlaugC/ICAmY4yOdnLbQBajkXQYdVPQypJ8Nw+29QMwEY3j0GvJN9mwacO8NNyGU2thec4czhaKYeoYgZF9ACSjUxgmD/HdJRfwjYM/YjCSDvG+qfZDcPBXZBnrqNyej2a3xDyDg9pzrIwwQGWNmc72dkLt7Vhq0hLo27OHxPg4y845m4gg8IkiLSVjTyO2xQg2fYLk4iZ+nn2EPaEJ6IL/sMxkWTL/lEv/92rBa60iEztOho8PvZ7E3qBBk8nOf99kxCVDhr+DWOdEd30jck8AVVH51n98hRvHPs5bL72BRpRYWdiC+6KF0yVh/oQgCpCQkbeMIGQZsNrr0Uw6SCV8SDor9pJFpxzvLFuCaLQixwLotBZ8D16H5CxCLqggEhrittf9PP7aA+g1AqUuPbuOD7CjFQbjm7jxLC/GqqXo8xbAH/fDmI9ERSG/UByEU2lh/GlXjDtW/5SDI1Ea++9gp/cQAE1VV/NC8UUcGMjmrTufJTX5GqtKbayt1zCaOrnADoRiFFlOXTLisoIowrqiWRhEiS6/gXkTSXKf30tohemUY3PtWUxqo9PCArB14iAXll1M/mQOmt3pJEc1BvVtFvLW13HhpY386Nt7aP3qV3G0tKCkkgQOHEBvMPDdr3yJiDWC2noPIU+66sCBrbfhOu1B9uw52XXzhd4+dIUiLTnZSBMi4nLQlf/thEpRB5IR5BO1cvQuAfEfz8H8QJMRlwwZ/g6CKCDNciPNcpM6MEFq3wS5RflcVLXqlGP+HGUwSPKeVlBU1L4QBkMuTct+QYwxjO5SzFmVqKk4keMbSYx3oMupRlc0E0XSI4X8oCpQNpvR1qc40hfm8dfaaC4ycd9HKskya+mejHHZ7zr44fPH+NgtX8DdvBbBr5IY852YgIL2XfMSBYiHRyg0GAgOHJp+PTS1hbc3jfDMj787/drvD8BDL7zDpf/5Y7ormgFYVZSNJ5rkigoXf+j24NBpKLBINGW5MGsNlJqr+M6u/VygaEBVMR9SKZt/DWOejVjzZ2GvWI1WZ6DUXEDfCad7iamWO4adfK4khxyBP0VRI9kEitz13PbJF2jc/w7f2fJV2nelc4vmlLfwzc9+HtX7R2pyN3Ak6qEw7zwMUh4efYj9fj9OvR5vPC2M9U4XdwwdpXmpm2KthaoiG+uNpX/1fgeTcVrj4+Rf5CS2U0JjFMhdps2EIP+DZMQlQ4b3gdzuRd49AXYdmsV5qMEkYr0TpT+IZnURYpX9Lz6jxhVQ3mV/8SWw1M7EwsmmV5G2N/E899X0H4KI5fTP0tf9Iq7SpZibLyB6ov7IO0fSpWM+vSqfLHPa7FbhNnD14hy++8oQb+xr5ZqFFyIICpTnQc8our4RblnbxA+6ZCKyyvUFESz+NialhVRaSgmF+jCaChiUruTZn56HzuWm8lNfxlLbhG/fDrp//QOe+87X+dbrWwiJWraNTPFMNM4PagV+nHUQi6OYYcmLbnQjEdeVjEbTuTEeq4EcQJiK4H7LjOOWu9gUTfJMVxCNGOG71Tey199KSNWyaVRiIhblKDpqLk0hvq0lni3zbM4Ys30OlmS5WbdmPasKz2A4PIQ+T0N+TgHhgp0cHtyK3uhkVtUPUJ6uRA1IZC2S0RlforJAy1G1AJ3WwurcInZPjPOOf4Qis5mz3SV/9T5HUwl+fWQ7T/amy+J8c+Ua1pXU/dPPzQeZjLhkyPB3UMYiJO48Ou13UZvdKB0+hCwDuk/NQCyxvmckkVhgRlqen+5OqRXRrC76i2NSk70n/1AVoqNHycpvIRnxIzWuwoaEd+IQqjIEgEY69TyaEzuT8GQ3Y9vvxlrUQnKJDQqiqBqVwqFX+GlBJVPje9D2DFJccw031rYwOXwN9913N0893UZ3+wWoioy1YRbW+hkIooRr/lIifV0MPf4Ah958iePVC6bPmVAUDMd/D3kzMeYUc7jvBZz2MrxSDueU/z/23jvAkqpO//5UuDl2376dc+7p6ck5zzDMkPMgCAiCIkFFTLsqqChgXtNiIoiAknNOE2CYnFP3TOecb863wvvHbbsZUXfd/b0Gdp6/+lafOnWq6tR5zjfbeSNsoPKiRciqhiE/i8cCUX51pBOAa6uLKLl/H+WKRspuIjq/gE7iZJmtbMz18+aCUfzpNCP+JMtlD6JJwPURI/HdKmWmElRVQ+9MMipmyg3r6NCcix7K6KzU7RLZLivDI3dQCeTPu4Oa3On8YsVyegKj5JkkSp1O/hIGY2Fe6mnmM+6lZMesDPdEiBWmscqnjPl/K06Ryymcwn8BPZqeJBYA3Z9EsBvQeyLo/VGEMid6WkVXNRhPgq4jFNgQLDKGCyuRlxSAWULMs36gb0NBA4gyaAqCyY5mkIn07aOs+Aqie19EV2IU1J/P+vVufvvWw9yzeYi5JTZsJonhUJoHt49gkCXOmDkNUyxK6JW7scw8j+7RP6CmIxSUX07O5iFyq5sQA7WIJ9qwNyzkqz+8l3t/9SIGUWJmTgHN48OMb30bUTZQedOXATB5M8GH1b59hGwrGYgmuKwqH+eJuzHO3EBztAU91s30aVdzIl1GUnFS7gwyTbDxdX8Qv6pxk6bxUGvP5P3+rn2AJZdUYk7GOCFqVMkKny+tY1muG1XVGYm7OToe5FPTK2jKyUiDhjyJwwt93L13H1FF4Qvr69F3HgJdQzbYEcwnE64uTSX/cviTaDEdbWQ7o5u+xrCuwrKvUlp7wZ/dENgNJr7uOp3GZwpAAVwgVwrwP8se838ap8jlFE7hv4CYZ0WcnYO2fwwEECudqO8MTLoYqx1B0k+3I1a4UDf2gQ7yJVXIq4sQzDLCn5RFfj9MsSyylnyJBMOkJIglx/FUnkPo6KOkhzKqGWHgCPNqZrBsXg1b97Sy4PtHaMi3cLAvSlLRqfZaMLc8QzSvmmMLllPm78dVshBfx9soQgwkF9LBQQBSM6r5zMubeODel6lweXjt4k9T6sxiPB7l/Od+zd7Nr5F35oVYSioY3fgqANM9Qc5uKicWS9MYGiRWt4GXu35NKJbpMxwb5UTWfN4bCfC5pkru9Y+yz59Jx/KwyU+exURnOJM7zWOSEZQ4L8aG+b1/LwDLPHV4j+8lPnqQjyz/BoWz1p+08CcUhR/sP0BvNIpZkhgYO8ra6XdgGSpHiVvwNaRwjwvoA2BYEqY9kYnZcToacMemE4v3cmTb9yYTYh7e+l28hYuwOqY8yEbiEY74hrAbTJSbcnj7wj7SaMwd8uLuNWI8RS5/M06Ryymcwn8BwWbAeHkN2tJ8MMno0RSC04BY6kAsd5L80X4EqwF15/CkQVp5uh1ppgchx/IX+9UCAdKPPkliaQktfQ9MHrc03YjRkYPBcyaIEvGWt5GNNmRDRvLR0dnVFaE4x4gkCrSNxHmx38UFYjtasoZ3TONsyDsdo6ccg9VDOjcb84BIwmThPqOBt599ClVV+czsVZQ6MzVhPBYb/7bgdC598X467/0JWixKfKCH1TNczFl8Hj873s/XdA3T5gMwp4CY6p8cbzzpI3uiAoAkCoympySHPaMBfjSnjuf7RkgBF5SYMA/28Grs+GSbrePHOav6QuyCzPjQPqLhPjz5s/EUzM08JyAxUQLg+gKdst6XEHvuJN6aebZyk8gTC1tY5nuJocG3mTn7LrSggCHlZij2Cp7ANGSDjWQ8k1hTlI0I4tTSd9Q3xs+Pvsu+sX4KLU4aHXW85cuoIWtdA3zXs5BgLE6B9S+r007hgzhFLqdwCv8NCA4jUuP70rpkKhmjp1WIqeiikFGVRSai660yGMSJNumMqsxo/JNOBRBFFD1+0mEJCS3mJ9G6GUQZ56qbGRHsbN5+F7Or7Nz72drJiPEhX4pz7jjC07v7OH/uLPpSwwS0CEI6iZaMM7TzhxmvM9lEx9oHKfd3cKW5i29NXP6k4TBhv2lrxmCUufz85dz15U/Tmz+P64LNRBNGLLEElrSFVQVX89bAbwBYVXQtv4+bgCT+VJr1xV4ePN6LoutcUV1E5d52vnWkF0RIXtrEuEFjkaWUV5LHAKizF/L0sIvqnGuY0f19UqF2RNHAknPuZ9RYRFrT+MKMmdy+ezfuZC8u23S0VvvkuK3HZVLTRcKOXJSeCKPBzfQcfw7QQRApnv8bZi7/Ooe3fRdVTdK0+MtYbF4Ajvn8PN1xgn1jGTIptrvZ55+KRzoRD/JwaD8vHj3MN+asZV3J+8NNT+Gv4RS5nMIp/C8gGCQMG6pI3XsMaWEeusuArugYzq1AdJlQ2ztQnnkeVBX5wvOQ6qYWJ9HlwnDV5diO7sTmqiQa7EAyOrDYXIT6D2YaaQrKWAdUXghAflaGoP6oNspxGTDIAqFYkj21FTSPb+Hqoi9gpoI4vgyxAChJ5ssj+PffjcPuRxLhP/dv4dyqJorsbvyJGN/f/SYAH725jPqZTqz2CGJ+PuXGEV5q/gbV2SvJym/EEE9R+66B3IYvMVxaRVvKxLxiN/W5WVRbArzQL3JzUyUdoSjH/GGGvE6ygplqk5HeEE96R7ncO4tpzmKCaAylsnm1O8pBYHr+Cgi1gyCyNaBx9+GNaMAnGur5w9rTSA3vonvvb8mpvxS9xYmxRoRSWBLORyo7l/KSRiTJhLWuimiki2znApxSEwavzPLzH0JHn6z+CdDs9xNN67gMZoLpBG3BUVYUzOT5roydaEFuDs2BIdKaxrf3b2R2TiFeyxSxncJfxr8UuegTRlXB/N+PZjqVE+gU/v+GWGvHcJUDYmOI6+oQcrIRBAE9Hif92JPgy6iQ0g8/ivDlzyM6p2ww8SyFUdNxcnIWkl22DLMCSv+hCSO/iqvxE5hSFZiHwuRnWXn3SJDRYAqvK0MyL+0aJ63oLJg7g7niSpY61uDaOAK+nbjOa2KUieARUcacDqKlouS5jXx8TR73vTXMtN/eyUxvEcfGB4mmU6w6Yy7rL1iMwVZNMnyM8dE95FnLEBBpHd+Ea34B06M1GMoLiSkKtw0kGEtFYGCczzWU8UQPnF2ex7f3tEwWDnvY4+SyixfRpqp4C20kor08m+rgaqGBn4wmeNefcWG2yhJGNYoCOPLm8uOOfv5Ywuy+5hbWFhdTVr4cowha6AT2OTNQjplJvq1RhgPTHAktkY2pXER4pRG7AfQ0hM/2E6p8h7zSZZMZkneP9NIWHMduMOEyKVxdN4/ucIBci40leaUYRJVwOoU/FeC04kr8qRhRJYUonKpA+d/FP5xctNEkelBB8BrRAwrq4TCCVUSa40JwyWgdcfSoCppG+rEhEMF4VRFSw1/fPegRhfSmcdQDYaS5TgyrPAjWUyG2p/D/HurOXSjPZ4zIwo5cDJ+6FsHtBlWDxFSEO6nUZPngP8Lf/jahwV3ki2dmVkKrxGCWE2HVVRQknBjeiqNHW5CAL1/xMT7/n7/isu+1cNpMN+PhNO8cCWK3Grl8WS72lI/RvmfRFq/BQiGmkE5p1S2ktHEMNdNIRPsx5dSQHGvl02cW0rDwLB789escGu2nxJHFdYtPY9Z/fJlHuyMc71OY4Z5Lk97OyNaf0NB4Okd7XyWhx2DTCbQZ5fRXeBkLRCbvpSsQ5Q6DiV2qyvuzqyREgReNsLEvgOgLcHl9GQ+0P830+gI+EdBx57jxqRqXleRSZjMTL6jB6W2i6OgQA9GMI4BNljEpEqQkskuWYxQlVJ/OyKNTKsXkYRVzo4Q6odXSJzSUifAYh9+7m7HBdcxe8U0O+Ef57LYXMnnJgAvLG/nZka2cUVzH1bVz2DLYwZNduyf7dZtMLM8vZ3lBBR7zBz3+TuHP4x9KLmpXjOR/dkNQRaiwIOYaUXdmgsW00TRSrY3Uw/3Ia7JR3hyHWGYfk3qgD/M3qxFsmeGr7VHUrgTa4TBIYDjLizaUQnkhkwJC6Ukg5hiRF7j/Ifd5Ch8u6KEw6vEToOuIDXWoh49N/W9kBPwBcLsR7DYMF19A+g+Pg64jb7gQ0e0+qS+DxUNl0TUYNx/LJLxaNo+nXK/TMXqYm0rvwBptmWx7Q9kywp8Z5mcPv8Ez2zIr6LRiK7dtKKGyvJT+Qz8ja8bFDDc/jZoKkVW8irz+mZjDWfQb30Y2ORAdXpw51QiSgY95ZnFTcg5MpIehooBfxG0cDwUAOBRI02LOpj4do86zmuxoPjnZTVARAkkkfySEU5YITZzfYDbieOsQCxdVcU19EQ8fH6DRbeSynGb8/iOcVjed3/SVEk1J1DkL6VUCnD1jFl/uHUXwZCGV5SGYS4AFANwyw8tDJ04QSKa4wluD8B0YccTYd9pxNhoOcWv1uZjqrKRaMuuCsUxEGdIQbQKmuSLJvRpCaZwx+1sQgeHuLaSTYTpDPtSJ5GI6EFPSnFZYhVWWGYgFyTFbERHQJijSLMvsHO3l+oYFvNLTwkg8yixPAbNyTrmQ/TX8Q8hFV3TUY2G041EITgSmjaSg2pqpUaRlJBqyZaSFbvT+JChTeyE9paGrmV2H5kuRfm0MvS+BPpbZqqQGk0hnek+6ptoaRcg1IpWf2nmcwv8cuqKQfvk1tD0ZN1pxzizEuhrUjkyQIG4X+vvUsNKsGQglRRmDvsfzgf6yK05De/nBqUyKW/fQcFEjQo7MttCbnFcxA1NnRq2mzsjl6jlzObfaR1vPMM7sfBpmLSZw/HV0TUEQZVJxH2oqo2by920me8lpGA1VFLRmoYg6YW8WiWA31qxKrNsiSEtnoB7rBKsJZUEu9j8R7g2CRunMz+OSKxFc44wf+y3ajDVkBzyUbm7mh2uaOOw04HXZWDwUBKOMvbmL7DU5fGGuC0f0GMcO/giAwZ7XubrpdvaodqqdBTS4S5AKi5BqM5mh/ckIWiKBx5zxyqpxu/n2ggWkBlXG7kyg66BHYcbeKn417TXeGj+CZ1kuhSUu7AYTdqOBZmWUhC1BvTdKwZn1dLY9SteJBwHIK12Jwewkj3ZkQUTRNUQE6txefndiL4FUgq1D3fx4yTncNmcNO0d6ybPYGYyFacrOZ/NAB3cdyNSwsUgG7ltxMTXunP/dhPoQ4x9CLur+IKnf9CEty7hBSjMcIILeHkNe7UF5z49UbEHvTaJuD4BJRF6ejbLZBwLIy7MQ5AlPnJCCNNNO+siUeK77FQRZQMgxoI+lEQqMEFJJPz2MeGv5Xy0UdAqn8NegR2NoByaM7VYriCKUFCOduQ59eAQEgfTvH0O48XrE7Mz8Fv8MqfwRBmcuKY8HPZghBM1ioSCrhlBaYzjSzYvTDtJYU4dqknCwE3MygaSGKcg2suVIJ3tGvSyafTaFRXNAENH+ZG6LDifq/W8iplWMQNbpdQQ9ZtLhMUSxjLC1h9HKLSjpCNZALesqb2IokcfuYT+rcxysMmTheHUfWvAVnCumYXCeyZg5SYvxOeY0LqZ2Zyv1M8shkkZv6UUs9xASUtzbuZEqRx6nydGTxmPBT1yL4jTYKLFNLczbhlu4bd/vUXWN2+suZfHQNOR8AVOVDGk4Sc+mCIiCQDCpc0/32wDYdAMbCqbxYNtBSMJicvg3h0Yocoza2dejpKMIgkQyNkrW6Da+kmdnEDMFVhcDqRiBVCbNzkgiwp7Rfl7uOYZZENk+3M1ZpfVcVjWDR9sOUmRzMttThKKrDMXDp8jlr+AfQi5ad0ZPqg8mkJa4QdNRdwQn/ydfmo/e9z5ddVJD2epHPjMH3Z9G2RPEcEZGMlH3hdAiCvISN8o7mR2efLqH9ONDiBUWxCorQo4R5fWxjF0noaKHFLBIiK5TKR1O4W+DYLUgTmtAO9aMNGcW6nvbETo6we1G/6P0Auh+P0yQy1/tT5bRVs1iMBHk2888z1P79xL/ToqCaTZu+dJN+Au66BLbWFd6FbHNT2ApW8aLe8a586leEikN6AZgVVM29//8W9iz8tHUNPHxNjz1ZyP5VEi/z84zGiapt5I1/QLS+TB04OfExzKqt4S/ncqa07nZlWYscQybJmMbqchIa4uyINmPxVBE4YFRDhcM8pLnATwlFVQZoCxaQ69XZMDfx+Mlo/hTEQ7642yoX0Wox0U6FcRsyqJbN/NafyYNf2d4mJ8uuo6EmuaOA48TSseZ66ni3dAxikJeXI+7MF3VSdx6FOdF64g8p4MD9s9tJRyLk2W0c2FuLh4hTVh28dZg1+RtbveNkaptIJUIMjawC9/wAQDCgU5Kas6lc+OXKZbNmC255M37+knvxCzA1XIP8sgu1Jy57EvmU2hzMSenkISq8Hx3Rg0aSCaY4SnAZTRzCh+EoOv/VWWD//dI7wiQvr8v86PIhJhlQHuf5CFfkgdhFXVXgNbsYV576VUku8xZa8+irMuN8ZPFyDOd6HGVxNdbEee50HYHEadNGPlzDajPT6XcluY40dGQlnvQDoVRN/kQsmWMN5QiVZxSk53C3wYtEEDr7EZ9/U300TGQJKS5s1F37ck08GRjvPGTiFn/NbkMhTo5sfFerrzux/T6EjhzjVicMsNtMURJ4Af3fg3Ke+j1H+OCyqsZf/tdNnz5SRxmkWvX5JPnNvDU9jH2tEfYsMTL926/HtnsJta3l3RoiOrlP4Hn98F4CATg3Nl0d/8Ec+EslGA/utlKsPMdAATJRNGC6+nbcc+kC3P+9GsxJGGoJRPkmdt4Fa5tNrrPsrKl7SdUFq8h63gDX/zWd9nSlwmMlCxGzrroHD536VXoeU5S2SnS8VF0UzZ3Ht+cyQcGuI02rqtZiy8Z5sXePczMLieaThBIR3Fj4zOt52NzdtHsv4ncirU0zL4DzSjRyxgOgxk90MXxN/8Nk92LOauGVu9Kfth2FIACs4PfLL4IMXKMnW98dqL4GgiCxOpLnyPVH2dszE5QSxEoTLI73MtgLEyRzckqQ5iR7XfgKZiHbDBjLFpJqaeCSKiPLRGFX/T0T9psHlp9KfXu3P8n8+rDhn+I5CJWWZBWZkFCQ6y0oI+m0U5EIaUjznKAUUAJJ7ll913ct/mRyfO+9MbdfOHTt/L9GT9E86XRA2nEpVmZlBzlFtQjYaRKK4LDjDjbgbY/DFYRsdaK1p1AH0+hbvIBoPsUlB2BU+RyCn8zBJcLccZ0tAOHMuSiqmhDw8iXbYBUCqEgD31oGC2tIOZ6/2pfB/ve5HcvvEOvL8HcC/NYcnkBgigw0BzhmW+28YM7f8bXHrgMTVd5d/hNjm0No2k6372qgiV1GdvE2plZXPz9Y7ywa4zbokm8bicWTxVWbx2MhhALvVBWgGCQSfhHsJUtRDDasCRyEHNz0CUDanQce24DCV/XVGwMINrMjLZMfYMjRx/BvvRupLJaLqlfhZ6WmXnZLAYGh3DMLMVc7CG4s40Xf/8M2VGBGz7xcXLshXxtaA9XV5Zzbc0agukYAgKlNi8Pt2/Gl4xwacUSso0Oto40k1DTVOTmcdzcycqoTLH5HPq6XqFuya2Y7fnUkEnb0n7sSXKrT2dkcDdJfzML8+Zxc/ZiYqRZ4CvB2W3B0DCLwrLT6e/MpLIprFyPyZxNc2CMrwZeJJBOsFKoJKTF6IgEODg2wLoyG+UNl9BxfBNvbukgTitS6ggrF7jJ8WTzsdpP4TPmougqu0f6yDZZyT0V+/IB/EPIRVB01C1+xHILeq4xk4vpbC/ENXBJ6P40/7n1t9y3+RFmeOq5pelqFE3lPw7dzw9//h9MK6/nspEV6ONphCoL0gwH6kASaYELfSSJENMwfbwY9fQEeneM9BNDoIH0pxHJplM+66fwt0Hr7iX96uuQTCKvWYngdqGHwkjLFiNVVaL1D5C69wEIR8Bmw3j9tYjFRX+2r+RAC9FUiI1b9yPJAgsuyZ+0BxY22Cmb7aBzTwgtagIgz1TASx1HEARYXDsVK2OQBBbWOHhi2xiDY2HM8c0k/d04K5ejOQU43D7ZVjyrjvHWNzHYvVRFr0YIGpGnX0pvehu+bY9gyW/EXjiHyMA+RNmM2VOJ0VVEfCRjE5LtXjYX5fG7fUPUZ5uRNr7MwOAQ+ZcuouiKpQCoVy6j+daHeOiV5zlwSR7nhBZwVdVKRhNhjgR72TWWKey10FvLpeVL8KeiDMb8dIZHOODLqBb7ouPcWXEBxkfaKMuahfvMuRjMU5Lg8WA/aXMW/c1PkEpm1OEnDv6CM/wPoh61ASB8GoQ2HzUtC/CUVQI6ueWrkQQTW5QOAumMnWXLWAe3NCxFp51Liko4Hg8R2PoIX77zbcIRFWgD4JFn+/j3myo5aybc1teJL5VR748lotw6Y/nUHJlwcf6/Hl/3jyEXrwnDpXloHXGUFzPqK6HYhLjAhZhnwrA4i19//iHsBisvn3kf2eZMdtTVRQuZ9viZ3POre/jIysWIdTaEbAOIAtJiF+q7frBKiMVmBIuEYBNRuxP8MRJLa4kin52DujWAUGJGWuT+R9z+KfyLQk+lST3zHPRlUoWkH3sS6Yufx5g1VctF6+zKEAtANIrW2vYXyUUY7USMhXBbvYzSg6aerKHWJjwkzUY7qwouo3JkjBctMXQd9ndGmVOZ2S1rms6+jggGWaKmaRXRPT/DM+Mixg89TXTgCJUXfgWxNwLZNoYTm1ASfvJrr4KjUbRjxzEPexGX2MlafguJ1vdw5swm17keOSjjP/QWJk8lBrsXJCND5adz59GM9D/NI/DiO5mofu+6pslxS1YjWSsaGHpiB/HOUV5zHKYpt5I6dxG/69g82W7PWBtnF81hv6+L1fmNPN29Y/J/iq7iGc54fwr+JNZIHaJgJNWrgkHgtz1vc6YzD0WJTZ6TTocxVKvo/QK2VTKmagnl3SByS4zcloyGwuDWECoEXDYzTGnOKbQ5+faMBXx8+1s4BYm3vv8usbjKlRcUMGe6i6OtER5+tp/v/aqDM68wYJJlSGXO3TvaT3twnNf6TjASi1JhrqV9yMuVs4zUef/vxtb9Q7bugiwgLc9C605MHtP7ksiNdgxNTnRNp6O7k5me+kliASiy5VPjKqdzqAeh0AQCqNsD6H0JlJfH0P0Ken8S5aVRdFVHH0ohFpuZSJmEHkwjNjowf7sG082lSIWnDHGn8DdAVSAUmvqdTDE8ljq5jXzyfu2vmTRFVz4Lu8ZZvWY+mqKz7fcDqGkNXdfp2B2k+2CY0gYPC+rWcOHsL1NadSbXXHEeAF9+uJOnt4+xtTnIrb/toG0owRmzXDC4FXfDGYS6tuOuW4+9eBZ9g78lTQrttWZy9KVo0z9BNDUNvW3C7tk/SumYl+TAMQpj5+F6WcbySgBDzEIqNULKaCTlzMFSu5YdqhuAZYVWdvvfpEfPSA2p0dBJ95YayTjoSDYTVsmEIAjM9lSxyFs32WZeTjW+VIT28BBHA71cUbUCk5Rxsvl42Uqq3ptKjik7HEQ2pRn/cYLoOyk2KHXMfzzF9IobQRARBInptZ/GWWsg93YLjnVGBKOAWJyFOLMYTDLkukikivA9EOPc0RLuL17Fr41zeLR8LcuLKlA1hZSmsm/LVsZ9cc5Zk8ulZxdQXWbl/LW5XHZOAbG4xjs/7uWXzRfxbfc6JEFgYW4J97Xs4ncn9vJqXwsPdb2G0Rjh59uTJJS/u0n7nwb/sCBK0SwjzXGivJ4JBhPKLQgTeZN0X5oKRzEHx1vwJYKTBNMfHaI12MXM2ulIS90oT07U4nbKSHOdaP0J9P4kekJDG0mi6TrqwSDyeV6QBDRVRxtNkvaI9KdiOA0mcq2ndKWn8N+DYLEQXXsWtueeBE1jZNkZiKk4ytZt4HZl8oa5XUhLFqEHggguJ7qi/sX+YvmlGJZfw5klm3jy6Zc4/PoYre/5MdokQsMpTCYD3/7qZxEEkZi/m+6Nd1KmB/jSxcX8+LkBvvXkVJ2UuZV2/u3CEmLDh6lY9J+IBivj+x8FwF66EIyZRTs+ovHN9Nl8xew7qUSJlorgH96IYdE1DJavQEClzBvBEO/nxP57ADD0bGbNkp/R4tGxGJKMJANkr2xg7PVD9PzqbcpvOQNzcTbjm5vxv9OCt6KI0xatYI6niiP+HrYMHePCsoVkm2xouk6xzcMrvXsptGYRTMe4p/kVPlN/Nk6jhSwsyPN1hBMjUJGHVFJEZGcA94x+hAEfTYZs1KSK9xULy+d9CyHPifGZIdTaZsSPzAOLBfXEMKmHtkFcQT57OqrLg3YkgNJnx2qC6teaM550pgFw5ZBfVsKtNY185sW3AKirsJ30vmonfve3DINTZEZPEfdcfwa/Gz/CSGJKgoooKWQ5hS9uJa2C+R+eB+Ufg3/obRvOyEEsNKEnNcRpdkRHZjiCy8CnFlzJv7/9Xc5+9RPc0nQ1aU3hxwcfQNEUPlV3Gfp4CrHaAgYRvSeBdiKKWG1FmGFHnuci+a12UHTUJQ7SyTRybwqOxtCA2AIr/16ym7iu8P1Fp9OYdcrb4xT+e4jUz2DPmV7SaQ2nVWT+ow+gxDMLi/DRjyDV1pDasRu9vQMsZuRzz0bZ9A5CjgexoQ5hQrI5MbKbB3f+G/F0mAtnfomLv1XD3meHad0eQEwZOWNRIdcsMTPN/zrpoWwibg01EQDgIytyOWPFLN49LhIOB1i2YhUN5lbQFHJmf5To0CEi71MxRXp24i1cjSRAd1kRgVGNZ8xu6hdMx36kFarySeVHKS94gM2HC/EFdEBkMMfGirJGRMmEpiZJJ3zkHt7JnX0e2tfnczSUTU8j5J47h5EX99H8+SnDv9Us8e1vfJyEM5/mYC8bBw8DkFCSzPPW0Bcb54nObSzOrWXfeAd1riI2Dh7mya73cButfCZ/Du2O44iLrJijZTwx+AobJC/OvQPogNo+irSoAnVHJ6ZtYaSZLtREGj0YRxuNEBIlzE/thVAmpEF54RDS3FIMh/uJXmylK3kYq9eNt7sUX/kgvYe+QPbIHFZPv5S7zryAj/7mCXYeCLBs/pSdZ+eBgrAgsQABAABJREFUzPOvyc6UPdYT0O+PsHdsgKtr59IRGkcHFntrGfTb+exiGYtBZ1J18n8M/1ByEewy8pIPumuKbgOfv+9rtN7Qz/2vP8x1m7+SaY/A55o+zkdzzoKohlBqQbBKKC9llKdaawz1Qg/Dg368E+JocjxJzyIzVftSGABkgbBD4/ziOh7vO8bG/s5T5HIK/22UeSQs8woYj+pUDByF+NSOVW3rQBscQl6+BOG0lWixOMr9vwM1I70YrrwMceYMdEHnxSM/oypnNkbJwmCwlRvX/IjOWYewGV2UJ2QSm38OgK4k8IwOEWzdjaNkAeHeXQDUzlpN4yIPvkNP4Zg7l/09swkNt1J/4DVycvMxZZeTnDCOSyYnWrGV9Efy6LPbcYd0ooJKb5mfknIHY82/Q+5ykW04D39w6l7HAhI4BSyOAqKBLmSjE7PiJJhnIBlt57MuL202F/avVNJ71iU8+eDDxMZ6aKqxc84KL4bafLaHhhlPTanMDga6Oa90ATo619ecRq6e0TA80fkeAFbZxBybh/DeH5EIZmJ4sqdfwZujAa6MrT75ZeiAQUJaNw31zWaQRcQqL80RldTYCI1/qpHSIbJEZm/LHZOuydNn38qRAxnJLDB2BIvNy/rFM6itr2DLrk7Sqs6cRifHWiNs3O6jJK+IMyrPBcB0ukA8C27yLmJNfhWLckuJKWlMupu+xDA/Or4Dd6eFC8qnsTS/Arfp/5Ya/p9WYBOCGj+r+DduvuQS3nYcRLJIrBubTYWzJNNAFhBc8geSUR5P+vm+7Qh3L5uJYoS7sw9zvMXHBWfUcHGkhK6CFN/ufodkq8rZpTV4TH+5mNMpnML7oXX3oLW2kW2zkW2xoLW3oZnNkMjYDgW7DXXjZtQ9+zDecjOMjE0SC4DacgL18FGks9ZT7G6gfWwvw+EMAdiMLmKpMKqmoBnLQBAnXYIlWw7Jrm2YPRUULvgUgihjsGTDaBebd8b4yi2XEoxlduhGg8RNl63hMxc24G44G9BxVq/FlPAgRuC0YDuzquNIgVYk3YC/ZxepYA9Cdg3GsQTTSm0c7cmsytOrFUQlgrP0RozZQ6hSE52FMl/ufBx/X4xFrkIuDHbwi6c6ePHJt0knMvYng9HMZTUXYi6cy4X9OxizezgRGkbRVc4qnsMr/fvYO96OSTLwtaoVzJNEDluysMsmFufWU20oYagQchz7Ufo2khzYhdczl8OFKVabDZBII5Rlg92IfMkcdJsB+dwmdFUj5nXw+eNJHkwMI9blocZSkFSQVtWhbjlBaklsklgAEurJtqJkws++zV/h9k/X8JV7RLbtbWfb3gAAZSVZ3HZTIeqSQ6Scc8mfZudSY6awz65du3jggQc42tmNWFRKdEkposeFatNpD/noCPtZll/G7Jw/79zxYcQ/Jbnomk76pRFQdOrcldRRienzFajNUbTOWMZLzG1AbrSjJTXEYxG0wxFC0wy86OimKxzkeG2KAWK0DGU8W54da6WyKYdnu1pITmSmfbmnlV8vP+cfeaun8C8CbXSU1P2/g2gmnYk0fy7agUNIs2eiiyKCwYA2NIRQXobe1Q3RGGJeLpiMkEyBICAYjah79iEUFdLQsIRtnU9N9n908F2yrAXYTE52hA/QtGADjuFeFGc2ryvNFM9eTdGhd3HXrkcyu0j6u9ix5zg33bcRj9nKvy9cg1U2cv/hnfzk4TcpMudzwfIIGjEKi65DeeAtNE1HLs3Bc1oOHfsfAV3FXroQS2498ZEWUg17mN65kIIyE0K+iiuyi1RugqKyMxkf1bHZBZ4YeAV/OiOt7QgO0PZkL68/8iqlbiPnzsylZTTB283j3PS5+9j37kUkkwlK4v38R/EMwqkQ/bZcXunLROgn1TQnEiFmh7rwmOxU2PNALeDrR0aAAua4S7k0P4HbW0exbuEO39skLzmd1aE8rDENfSAAmk4k0ceQpwVXogijlMeanApifjPq5mbEujwwSohVORCMYTcmcLhrCAdaEQSZkLkRS8584mO7MZiy8BTMoe3gA7hMcN+353PAvwFf2EXA7iSnoRCLw87zwQbW5Rnp736Zwc6NPPVKHz/46ZMnzRfxURO1t93AwrMv4JG2/QA80X6Q3yy/kDKnB6v84c8O8k9FLrqmo+4Loe4LIVZa0QUBrTOekVJsEsZz/oz6ajSGPpjk+DUWvu/fR3s442HSYg0jiSc7ww3HI9gNU9UAjaJ0KoX2KfxVaMEQ+sgIejwxSSwAus8PVgvqrj0IRYXoioI+PII4ZxaC04ngyUKwWDDecD1qayv4/KgHD2VOTqYosNeRYytmLJrx2CrJaiCS9LOl7VGqc+bSYrUQzRU5PvI6ipbikH83n5p7E2ahCN+h5wn0v81//K4DgOcvvI65+cUAfKxxHo2//T6/ePxVblj2a8Zz9qId7ARtQkfUM0asN0ZLXxiDJFCp7yBv0SeRbTnEDPtxTs8la1QlNriXnu77EUSJqsIK7IFtiGETTnP+5DNIB2O89djL1HhMbLmuHpsxo0X41qZ+fvTeIP/5jevYMDvTNq98CY1Lb2BXOo2AMBml79EVLAYbvcExxpMRcoTyyf73BdJc1ngNpS/38TXJQKCkipzsGsx9Q6jvtCFkWRGybESKIpQcbEBujQJj3HyGm3sceVy1vBZPPIFheiGCw4zh8gUYRYEF4RqC4ydIidl8b18155e4KC1fh8edT3buTCoaL6Pz6GOk/Cc4b+4ZPDJ6IUPDEsVqnNfGtnB1dZpcdR+7tnyDnv44P/hpMyZvNuWf/ijWihL82/fTfe+TdPz0YcKnrZ+8nzNL6nmodT9H/SOcX97A5VWzsL5vPfqw4Z+KXLS2KKnf9E4mqZNO9yBoOoZzcxHzT9ZXqoMJ1F1BdElAH0pRvEnj3MXlHHA58VptbBzopDE7l9k5+bT4x1iaX8rOkX7q3DmATiiV5NONCym1uz44kFM4BSZq3L/+FkI6jV5VDfl5MJTxUBQqy6GrG8xmxMoK1K3bIDsLafYsxNJiBEtG3SqWFiN4skg//xJEY5CdjTRjOv7xg8xxNhF1N2G35CDIFnZ2vwDAidFdnDP9MzRHe1G0jKpJQMDmy0d+6Rje3JlIDXbaBu+i1Jk1SSwAeTYHS4vKeaPrBKljfnI/dwNCiw92g+4yc5/vXe685glGfBnjSkWehZ/9h8SSWadjHC5FfDAfFHC5ymAl+H0vMH74GfxHngdg/qLrubhgEYcjPVSOCBxSVDY05k4SC8DHZuXwo/eG2Xe0kw2zKwBIDB/D5ixmjcnBtzSN/b4Oqh15rMkq5XhknDMcvQzGfLgFE0d9GRK3yRKesBuppxULcSydIQxFJaQ3Z4Iw9fEoWiCGrbQQuXVo8vrGvUN85uYGBFMu8p5u0r/dDgIYLp+PvLgKq6MQqyPjK3e74TgH3ryFnlSEHgTmr/0BdXNvIq9kOalUiB2BRg4MZu5tR5eFlfVN1GTbSA8HANi8M6MZKbn2IpxNGTdr7+lLiXb0Mfr6VowdQ2CBUrsbkyTxXHcmoPXXzbuodXlZXlDxv5uk/8T4pyIXPaSelP1UMIqYv1p1UhZjXdVRD4RQj4YRRBE9oUCeEVt7igt6zMQ+lc1vOjJi6OaBLq6qnsGq/HL+0HaY4USU1pCPDRXTWJFfxsKJj3I4HiGSSlFgtX+odxKn8LdB6+6F3j40n4+QM4998y6lMdGLVwmgHm1BvuqjCLle9LZ25DPXIzbUIRYWfKAfwZap66KvWQVWK6LTgdq2k96JlCQ+oHrGJ086ZyTUxSLvmUTi4wST41xQdRPeR8cz/Y3EsNaW4XVbONYdZCgaJt+WidhPqQqHR4dwm60MnH4eza/byM5yMGODkWff+DmfvedeXEYLn5i+gnA6wTOte7nk459l6682M91cjKZM2COCAlZhPtbTZtH9/GcmxyUeeoovfewZRLONPbY93AV0B5Injb07kCFEb2EmKh4ge/qFiEY7qYEjLPX3sspTg6U4Y6/YExlnPBHmoK+bRreRy2tnQNLAMn+Kmh4/qihkJC+jDHbTSdfSzQJmuxc9y4/gz4xDKPNg3HQYwWlB3T0Ry6ND+tkD4LEh105JX2qsCyX1x7yGOoHxFvLLV5OVN4NtL38Kf/bXAfdk+6bsAsocDqL6DJyeeiKxjDu4Kf/kND/mwszvVDjMD1efQ1fIT1t4/KQ2rcExAqk464pqMH0I1WT/VOQillsQyszo3QkwiUgNtg+kx1ePRUj9qnfyt7Q8CzHXSPcKGb9TxWLVqHRk0RUOsLa4kubAKEf8o3yyfg6v9bbhMVspdbj43I7XeGLtBgLJBE+0HyWYTpJvsbGhYjZGyUCZ8/+WZ8cpfBDaiVb0wSGE0hKyEn6WKAc55KilX7czK7oPMTcnY1fJ+6+9DQWTCSE/b/J3Uf5CKsvPIm4woAoiRcYiZmct4FBgH/W5C7ELDhpfUKh3XIVqFbEcSiCW5aMdzSxmsreA62+6lU9/6Ztc+sLvuGPpGVgNBn64ezOD0RDXXvopdhy2AjpBvwGb3cMPf/sYRknivcu+RtVEssUNNfO55KV7+OG3f8jvbn8AmCAXAQT3NIwmAXf9mQRaXgEgu+liJLMdQRCYN28eVVXVPHa4nXlFNi5tyqZlNMGXXs98nxd+8npyS2woqSgDw3sQ9v+e2OZfZvppvBD9yCak7BIaK+ag5NZRZvdikYxc4CygY98RNjmGOOi0ctG5DVhDKkKRC7E+D/nsJpQ3mxFyrBhWTkOqyEFxedGODCCIItrwONq7GelGXNqIOhoFVUOwm1C3d4KSRp6WcQyyOYonXa0BHO5KAFQlTjTYQ5nzLWqzLqUtYGZ9ZZrOMTO/8iU5ryGfBev+gzM6/5PXttzJ2MYdlH78osy8SSuMb9kDgoDuXcqBrhzmF+diEHo5ZB1kIBZmbk4RnWEfv2reid1gZHVh9f90mv7T4p+KXASPgeRFhYyO6JhdEoVVpg+00cf/JCI6pSHkGNBmGZBJ0zswzLlltYTSSbYMdFHt8lBoddAdDqKh0xn2kz3hISYC+8YGeW+kF5MoUeZw8YcTHbzVrfH1ReWcXvpfZ7U9hQ8xBAEkCTEvF3XnbozAPNNORjZ8HOP11yHm5f2XXfwlOO1FyN5aNh7+CQD7ze/x0ap/Z1HZxcg2N/vbXkUKJpEGQ5Nj0ZZXoKeiKGUSA4LA8pWfZ8MlHTz51EOc9fS9k33XVi3jksvvor9r6nr+MT+tfX5OL22cJBaAsypmkGd1smt0D9rxNOIlNhLjGgGXxDstGk2WFHWLP4XsrSIeGSJEDEeoH9nmwSRbuP/+ezn7rHO59dVebn11atO35vImAt52fJEs+o9ljN05hlx0NYW7/mzEnc+hKEkUQFn1SfY7FmOTq1hTmU88EuQrwhZGfWEAWrPGuKZiPVsOtZIfj3LaoQHk+jwIJ9B6fUgVOchlXijzouxsRX+tdXIc+ogfsbEAoimEfCfqe+0IuWb0+iIEUSQrt5GFZ/ycwOhRrMZcPLE6hrrDvBN04Kt5lkr9Pc4N34Zn9oV0KPUcT46jagrvdOdzWVMen7zhK/zkP39P14ubiPcOYq0sIbDrMIm+IVadv4GYuRqzZOIHWxSSaimXzcrFZh+mMzrG4+0ZG9zY+9zZP0z4pyKXSEucd7ZqhMMCoLJQS1E992SCEcssYBIhqYFBQJzhQG6y02CR+dmRHTzT2czZpTW83JOZYB3hAJ+on8Pu0X7aQxljvygIfH3OSkRB5Dcte0lrGg6TjWUj2ZTE7czN1rjnQD8L8xw4TX/9EcViMYLBILm5uSi6wHsDQfqjSRo9NubkOv7quafwzw154XzS/YPogfcFfySTeE1pxPzy/3X/raN7Jv8OJUbo1To42PUW45E+rl74PZQzjcjP7AMdpEuWEHK2MWK6F0zXsuPQWlQVTl9yDx/ZcC3bd71I2DeGzXwO9dXrSMUNFJdDX5eGyaRR7DqKUZboDo+h6/pkUsVAMkYgGafQXYE+qOIvlHmlXYFAJvivu1PGm7WP/r4jiFmfxz9qZ/TECFuiN7O05Bw2p5/kwefu4K3HDnKspZlcj5WP5wZZ2lROp1SGxFSKJ81kAQRETQNlSpVm84+yecxNQtU5MRbk07UJzrNMY2HSTdIo8MiOHSz58RJ8gxmpbU7DLH624dPMtZeg9/gm+xmIpAm6XZS7bAjBjN1GzM9Gk83oA/1o7aMIlR5IphDe5+yTbZuGe9BL+vG9aNp+nlm9mpcH04AJh3E1dy5vQjJ5OdbVzPODmeDURd4qzkmvwW61smnjRi694hp2b9tC6EALksHIzHPPpGLZaka2PYSzfh5O80xGozqPHTBz05ICXuvdBoDLaKbW9dczZ/+r4h9CLqMDKqP9Kha7QHGVjMGYmegh/x+JJYOBbo3quSefK1VYMX25An0wiZA3Vba4LxKkc6L2d77FzvriKjpCflpDPqLpFIUWB22yj2lZXlYVlDGejDMUi0xWl/2qOJumpxSOXBChxTjCmbkWNg60IokipxVWfMAWMzY2xhe+8AUee+wxUqkU+QUFnHftjRyafjaCIGAQBX6xpoZGz8kpJE7hXwdiSTHGT1yDevQoWmsmM65QWIix0IseiaD19oHJhFheBoA2MoIgGxBzMpUnO0ZUwkmd0myRLNsH0/hNy1/GsaGtACyrvIQTY7tIq0lW1nyU0UgPlYvOw1BZRpvawpa+e3Gks1l85m3ERutRM/WqEASBitLFnH/hCkaH3iMcKOToIQlRUKjJO0RNThCT1Yhvy92sn+XixT3DfOndJ/i3eWcRSSf44pbHSKppLjv9I3CdA0OBhM2eJhrJfIc5Hh/GgBt77jfYvmviHjoLWHr6x3jpxHexGV28m3yRwisK+H71L+G+G0AXYawHV8DKLs8KxFlL8A48jD8+SPX530GMx9C7jqGPd4MgkiiaxQ26Tiqisz+tkiO6ufJdM/LwOM+OH+YXj96NZLSQs+R8lFiIfQc3s/47n2b77fdTV1JO6om9+KcXcVuPxnFfiptXLmJdIogzFENtCyCUehCWVyGpOnogipifja5qqC2DqG+2gElGrPFmovnznZyIT9k/wikBzVyCx6ayy3d08viO0XaGYwuwu0yUl5dzwV2vYt3dRio4ghIP0f77T3PwxVcn21fPXk75tQ9jceYwEDDyqdpVxPUQHeFx7AYDmq4jfsiyKP/dySUwprHp6QTpCe3WgtOhZkbmZVqyJIxmlVRiYmLn//m8mlKpBUqngh/3jA7wxe2vc155PetkI5sGOukIB5jtyefy6un0RUNYRJk5OQX0R8P8rvUgSVUlkkpyXd1sHmw9QL7PQP9ykS+ntxMbT8M4nFdaS4ndxZ7RAVYUlk9eL5lMsua0tRw+dBBLUQWekmrGjuzkN3d9neXXDLP+xi+xfTDEQCR5ilz+xSHYrEhz5yC43ejRGEJxIdqxFtS9+xGys9B9PsQVyxF8fpTX3gBA3nARh3Nn8PO3k2g61OYJ3LjK/AGCWVh2Lg6zh1Q8wKGRrbSOZqLv32x5gNnF6+gPHmdJxUXc9+5XSCqZnXg46efs0u8hSanJ+ExB0Dl8cJxgMIdCV4BGvomWTODQz0TOLsVUtACb64d8c/oRDl17B/cceJt7Drw9OQ5ZkDiy/zCvHh8kdCiPpaslxga6McgpKmNOLL+sp/dCifd725hFExc5lqAPHEbInschQwKDZCI9EfgZK1vEfygr2H9cBOxcWvt1bpxuwWh2km7dTjqvCoqmIZisOMQUZ7+8H8Gf5OxKL5bq6WjDUXRd5653HkOUDTTd+QLWooxdYvS952j9xa38+PH7+VVJOereHnpkE6rk5FNegXHdwPfM+Xy9vRm5P0g6rhIpzMH94h6EIjda8wg4zKQf3AGJTOZlPZZCKHShj4Q50x6hNZDJObioRKLALhJJwdm56/Cng2wd34Usgut9EfcOk4gttxKD1cWWf5uFkghTfvqNOEtnMrj7Wdr2v07y/uv48SPPsTu0h41HjmAQRW5uXMyXd75KuSOLmxsXU+n8yyWx/9XwdyeXSFCbJBYA/0hmMqqKTu+4RHG1iKbouD0CKUWnv0PB7RWwOf586urxRIxXulqIjft4OrafSxvn8EZ/xt1v//gQS/JK6IuEeG+4l6iSnjxvfXEVr/e1IwgCS/JKiNklor4UsYk2LqMJp9HMb1r2YpON3C0bmJebia596qmnOHzoIN5V51H1qW8gCALpcIDDX72Srb+/j/iyS7h8VhWVrlPR///K0EbHULdsRRsdRV62BHn2TJSW42idXeg+P3pXN9KCeRAOo7z5Nkx4WimvvsHOZXWToSUnhnU6xqLMtZ2sJjXKFmYVnUYqrfFe70uTx1VdQUdnR9dz5NiKJ4kFYCTSzdCoj+oGN0paJ8clICd13ttnAUrolGFx9emkmn/C2JHHKK76Lq/vhgVz4xiPP8Yfbirix69ZefqdHnRgfs4cRhKjPHz8Ud782i7+/XOb6enIwWqGYpcGfX7UGTr5aRsGI6RT4MhKI8db8B3NuCfj72DFrE+gWZwoSzYgb3+aSP1FzE/lsKAQNkUibOpN8YmZORgBtf8oyrGNk/dkWnIzgj+jgTB1jCKGYggra/D1DnOsvwP3rNWTxAKQs/g8On/3TbaNtaGPZ55NoU3i7uEhst/qALOBgUvm886smSjVKXowc01iAGlpFdrRQQSXBeLpSWIBIBhHXFEDfQFWGkMUrs0mpgnU5YhEUhrf2ZKk3ecEnHx0dj4rihQ82pSEc269AYOo8+YfHicd9VN/6Z1UnvU5AIqWXcGuH5xL74G32XpgF+9ZM2JnWtN4o68VQRB4d6iLQquTL8xc8bdO039a/N1T7juzBSy2KfEvtygzhJBf48jONB1HFLpaVDqaVWSDwI43Urz4QIL2I+kPpC8fjIa57utf5T/OuYzd136RHVd+lge/dBspX2CyjVmW+Wh1E8vySyePzfbk4TaaObO4GhFwGk285O7HOMPBZZWNnFNay5nFNfyh7TBpTSOQSvCTIztRNA21K8bbj78GQOHZV07qrg0ON95V56Gnk0RaD7NrOEyJ44MOCafwrwP1ve2o23egt7WTfvgPKAcOofz2YbR9B5Dqa8HlzARPyjLI79v8qCo5timbgiyCro//mSuAP6px/9YkRY6PY5AyO+HZxevo8R8BIJL0M6NwDQACIgtKz2Z8TOH4EYWoT6P89Sgh/1TlSFWBhJ5xNDCYczDsb6MsK056+DhaOo7NJLLv+AgG0cimM19m81mvcuTCXXx22o0MjbazZdv9GE0CyaRMZ/uP2Bf7BEcKvoo11MWZhSpLmrYxf/pesrSTJXJjXCGVGOPQ8JuMrP047WNzSB+SSB2QuMDgYm2pFauc+dalnLKpE0UJ3T6Vn1nwOtC7fahbWjH2h5AkibR/+OT3Eo+gJWM47HZ0SQCDhFfQyN6dCSolkabwQBcLTxwn3ymwxhDEnOdA3daBPhZBax9FGQkjLa6cGIOAOKsEvXsc3R9FHItQf/g487UQdpPAez0q7b6ptadl0Ij30cPE//AuqeMZV+fyLBGTLLD7UDMAubPPmronQSB31pmZdzLejVGcmitZRgvRid12MDVln/ow4O8uuTizJFZfYmZ8IGNzyS/LPGhJFpDkzMcBYLYJqCoUlEkM9ajsfCOFq0BHtaRwm8zsHR3k07d/hf33/R7JZiF76Tzi/UMceP1tXMdamPeTb7KwuILpWbk0ZudSZnezNK+UqJIiqapsGehiv2+I+TmFaLpOntXOL4cPsndsEIAvzViCIDCpCZAFEa03jvKDLkztGX2EEgmedG9KOPNbNJqodVswSqcqXf4rQ/dN1RNBVdHaOyalE3XXHsSF80nmFfFevIiVK1chbMskXzScdw6F9mOsrPMSTdrxOlvJtruA8pP6VzWF7W0RdnYakMW5zK94mDll4/QHthM2BSjLaqJleDsGycJV8+5kJNLNwf6NLCrJwtazDqdZQBpU8bxPVW8y6zhsccTCReTIqxFGIySrJdITpYEH/Sk6hhNcUHoOC7zzABAFka/O/CL3NP+Gzt43SSa/TJZ5H/7+zA47Ej5BsHw/LnsSGyfIHj0TrbWE8dw5BAL7MFsL8FSuxOzMx+IsJJSU6O2aslFGugUuW+BA7x9HNxmR61ZgufQ7KKNdDDsr+cN4LZ84zU+WUUQHBF0HQcCS1Dl3+hKeO/guvc/8jMKzP4maiNDx26+jKWkuyZ+DWJ+P0JQPqpDx7pvYgIpWEw40ZvuHEXTQ3hlDmluG1jWGPhSCeDrjaTavDAQBdUcHo+fOQ1d1cp/ZATooW9tI3ngarWMGHCYIT+wXGp0q/vph2oYfxnDQTan0RXz2Jg4NaZizMtqNQNsu7AW1k88g0L4bgF3+Si5bVsyB0AGK7E5qnB7eG+7GZTBxUcX0//lk/SfE35VcBrsVwn4NTYP8Ugl3zhSDO7NElp9r4vD2NGYreAokDr2XEVurm2RGlTB3trzLztE+bmiYx68PbOPg75/GkO2m8Ye3YXA70XWdnvsfZ+SVjVQe6+GCZWfQmJ1LLJ0mrSl0hH08eOIgAKsKyym0Otg9NsANDfMwSRKv9E65ML7YfZwrq2fwVOcxXAYztzQtRDgYh5TOhRXr+NWxR+l6+MfUfu77mLwFBA5uY2TTs7hycrn5/PWcU/M/d1M9hX8cdFVFO3IMrbMLcVo92vEToCiIs2eix+NTDWWZ1Jz53PKOBw3Y6pjFJefUMqPSguhyMT00RDTxEiOxHuryl1PumfmBa/UH2klESgENRYPt7fnMzylFaJlOQUond1orndrtrKj+KHt6X+XV117l2MZxfhx4nuUzV3LJ5dchnnM6BW9GOX2NlUCBhMkrYTGeRs5IDtqgn9AFdYRGonhzTiN/hULi2B7gKGktfdJYFC2jinNlySxZbWK824a/Y+r/cWs/rUd+DMAizxkY9ripa/ga6aIxTA152EszcSMz1n6XYV8c+wBEJrjZUyDg2HmY1Kv7iFYW8M6axfSn59FYtZif7QsQU3RuFHWUVzMGc6E4C2ldA+rrx/jujV9m922t9D79Y/qe/Rn6RF7AZYX1fLLpdNA0lDfakOaUIK2fllGTBWPISysRHGaUN5tRtncgFLhAjCBW56IGYnTk5eG22cl6JeONN7aika8PeEhrcPuqmZRtOgjBBKNDUbr9TpaWyiQUHadJYJV+kCOdP0bXFBIM0XPklzws/JgFJTIHl11B2wvfo/nRf0dNx3GWzmRo97MM7nyKgqomzlq1gNZ+uKimhLPqjSSUNIvzSrHJpslA2A8L/m7kMtKv0Nuq0nFUQRShs1ll8XoT7pyp3X1RpUxhhUQ0pPP8fVMfcm+bQnzlINtOZPzo28N+/K2daPEEuetXYnA7gYz4mX/e6Yy8spHtW/Yy7ew0I/FWtg330ODO4YmOY5N9bhno4uZpS2gPhvAnE/REA+RZbAzHMzrcfJuDN/ramZ1TwJkl1czOKUDNycQcLM2fyzV1F/Pg8afZf8u5yFY7SjSMIMlccft3uXZmMWb5/255039lqAcOobUczySZ3LYD8bINJG0uDBYT0vZtaKUlkEggLVmEUlzCjJIkB3pV/EmRbJMKkRiqDqZn32T5sQ6EijIMF81AFD4oxabTDiwhmJEncnREY3mFSN9hhdGhzO47vKOGj537EA81X8O7D3fx1h8ytkRRlHi8+WWefeZNnn3yWRbduoIj0ac5MPgcXmUu6dTHWLu4klTf48ih7VR6ssktvQhX1hV453yUWT96m9cOvcVrfW9xRvFakmqS2/Z+C03XOP/887HZRWTHYhIl1zAa2kSOfTn5rjMYs7+LLasCucqJvlVAbrZi8JdjWuOevCeLs4gRX4jhiiRlhSYQweeMoz/fDAaJd5um8cPDmfgVSYANtXaOjSSx7O6bdBfQ+/wI80qRVlRTYTWz7fw7+PWhN9jib8XktHFh8VyuLFqAuTwXwWZEml+O+k4r6DpCWTbSeTPR2kbROscQClxIc0szqWJGwkhNRUQ+sph/O+bmujILZ39kLm0GJz/ptjI64UjU7M6iDEiVenjbb6YmRyKu6BhEWFcjYx01vi+zsoCaDiMaNd7tVLl+bQXT736QX95+LUcfunXyuXgLS2m84SG2dGnMKhDJmXDu6A6IPLzPRiwNH5ujMKvgnyo65H+Fv9udRII66aROXomEqsWJx3RG+iXcOSe7+AqCgGTQsTgE4uHMdHN5RFRT5mUIwHH/KOsq6mgBlD/WK5/AH38PKzKhVJy79m9H0TW6IgGqHFkc9o8AUOnIYteAyL4RM+dX2TgRaGdhbjFW2YBFlmn2jzEYj+BPJbi2bhYAoWozPRuyyRpXue2K/+TgC/OIb3+ZgaFhjLOXU3DWRzlc0Eh/JEmV+1RCzH81aN09KI8/NZkmX1q0gMP7TnDdiwdRh/fSkGvmyvnzWb/2NISGeiz9XdzgDuArL8A50ov8wDOkdB3pjNPRO7tA09DbO9GOtSDmf1CSHQ5lI9oFijtVGvIlCtxwoutk+0ksYGWoLchbfzhEfm4t13/sdxQVNLL/8As88PtPct2nruN3zz/MG70/AWAk3MW84jJSgQbY8wzpVJQ0EDVl4ZpfQSru56bLq7n5yBEu3ngFFfYyAukg/mSAmdUzuLrko6htacR+M8UvXUZR6aWEy8Kk0iYWX/oEgiARHDmMeL0Vi1JAymtnZzqJeSDF7FwzJlnEGUvy3ECMlJbZjF1rNRFdNIaa9DNoMfLHLACqDrniGAGbGbXKizia+XaFHDta8xDa8WHE2lxySwu5zXIJt0liRjqJpTIq6wIXoseOcmRoUh2md/vQO8fRO0bRjg0iOS3oqobWH8gY9Ld34HBZ+P6cerKDAXQD7DK66ItNlUaw5dtpO28RssuMOSbwYoeCLML8YpGKbAnNPZ3axBeIh/tIJ4KI7joM/UkEgxlZkKhcejFfeXwJe994nHhwhLqG6XjmXMj+0YwDwIFBjVkFKk15Ir/YnqRtwp5z16YkvzpfxPNn3Nb/FfF3Ixd3jsg7m3fy81/fzr5DmwGYXruGn/78O6xZt4BEXCMVB4tdwGIVWXGuidZDCrIBqpsMxK2ldEf8qHom6eTaink8WVrK0JaduOfOwL1gJqlxPz33PwaAZ9HpeKwqyoRrZGvQx3W1s2lw5yCKImo6m2fbMpGxz7dHOa2ikl0jHczKKeClnh4uqZjGorxi5uQUMD07E9E8mlK40T9Mvt3IQrsD86L1nL3hUo754gxG/5hgEAzvS1mTiuv0HVeIh3W8pRK5Zackmn9G6KqK1j9wUv2VQ22tnPbd7xKciJ86DDzxwnPcONDHz266GeXBR0DXyXa5EKsr0SYWOPWNtxFnTEc7MJEF+S9IsRajzCNdSZYWy/jRcVlFGueI7NqSprhcwukSSMSAE3XAFi49/zuUFDUBMHfmBbR1bOetd+5hx7adUDLVr6rHsCpjRFNTXmapsYzUE/G1M71c5sn//BS/eXQruw714LQa+cTqT3Kr8GXMLwokNwYwftKBrunsW/QejwS+i3HAzMfybmMk0I4cGcPUsROLdwFPj3+SE/4UtXaVoTIPF9S5KFPT3OVReEcwUSDpnKaNER3cghoPUJe/HFmsRtGg2C4xN97FWaMGpNJcxKx6SOkQSKDuzRQK0waDiIVu9NEIQoUHzDKixYjSPoykaKTHY4iFLmiZSFxpkBAMIhS4kBxmtMEggtuCNLMYdWsbKBoMBClHI7xEIbVPYPaMbNzTbZzw60wTYiw62oUYSyId7qc8y0rpaYt4KWrlshmZjbAoyji89bTu/Am6rgKvcdVcGwHLfI6Hc3mzTQW8lK//DJfNMKCqKs1jsH80M7dEAQbDsHdApSxLpNYr8EarQiwNyb9cFftfDn83cunqO8iNX1hHIhGntnwxuq5x5MRGzr1wDa+//C6BrjqC4zqFFRIV0yRKa2UWr5/ytsrCQY3Lw3cObOVsTwPB93K4+ox7+OEDl9D2/V8iWcyoiSToOrPWn8eGi1ZhN2rUOj2cCI0jCQJGScIrW9g1MkQs7p7s2yKLTM/KochuYPtwH4vyijk4PkRLcIyLyhsos7twGE3kWo3MyLFxaCxKgc2IQRTY1Bfk2sZ8nm4dI6VpXFLtpdWXoNRpYXxApbdZQU1BNKjRujvNqivMuPNOEcw/G9Ttu9A6O8Fhh3AEBIFPPfIwwVCA765czcenz6QjGODGN17ll7/8JWfnFXDaH70Xg0EwvC/xYJYboaoSOjoRa6oRmzKGWl3XOTb0Ht2+w+TYS2jIW825swy816rQWCThtoi815ZmwWIDbS0K3e2Z/scGMt26Xe+veg9ud+a3VfXiylpMh387bksh0/OXkmsz0OsoQAlnHFRc5UtRE2FMJicF3lnYBp7mOxcYkS6dTZn7M8idGoLbgrobiOogQuTWOI80fxdVV5hZsJIH93+LpJLZkF1SfQnpqBcpGeA70lNY2t4jkV5D2H0hsjvJzBM9zOmTUIuNJPPaiZnsGL011I+8yoNNF5E2usjKLsf+Wx26R9EZJV1lp6tuN5XKlDuuNLME3SwjeR0IeU40XUNvH0WymVG3toOuo6+pQ1peDdEkeB1o/ijaROZkaXEF0uxS1AO9GWL5I8IJ2o7/jvra66l5/F1qkmnWF2ch5DnRTRL64f5MO3+MJeM9lC2socoz9d2mYqMTxDKBxAgxex4HhqaOdQV09vSrWAwCThMsK5MYierU5YiMRVQeOaDSG9QxybC8XKYySyDP/uEJpPy7kcsdd9xBIhHn1mseY+70TIGuHQee5j8fuZpvfetOrj77IQAGOlVMZgGLTSWv5OThjSczE7tWLSY+JjG9djXfvuUd3j76U95reYfqwmJuvu4TTFt/Grft3US8T2FRbjHXF81FBIyiSCidwiCJzMxNY5KsRNIaZ1U4kMQge0YH+XjdbNqCPn4z0AXA4x1HmeMtoMKRxTH/KNdMc9EXcdEWGuWqaRZ8CRWnJNKQZUUSBR47McJVNflEAyrbnkmQmkgbVFQnIUoQj+i4T9n6/6mgJ1OoW95B9wcQZzaBKNLmcrD3R9/l3Koabpm7AIBZuXn84vQzWPL73/GHHds4bdqEkV6SEHM86LU1DDfZ6dCbsdsPUfvZK3G4SiZTjXSMHeC+7beiTSxKV877Nmc2nc36RgOiKLD1WIojAxqVbhH/2JTra1HeIuA3bNr6a6669OcIgkAyGeW9nQ8jSRIVpQsozV3JgvyPYrdZmV46DUEQqLzw50QHDqMZstElkeMPXYLBUYjR+b6swKkwaWMUeTSJUOAHciFbQBWjGEpMSMdlVFVBEmQKbGX4EiOEkuOMqWHKFIELjAcxHnoOFTAcfRy/OY0gyKS7nkN25mO2zye87RlAJzl8nOxVt5B4/ctISgLr+p9Az5THpdgbR6jWicwM46itRDJ70YdCaG82kyxwsTHXyyHBxKx5HtYkRjEnS9EVDW3TcTivDkE0Iur6JLEAaG1jaOdU0h0R2PjuMeQTo6yrmkN60QLS49mIfUlIpEnnudixZB7NaRN1ToXFbeMYhzNj04Qk21tUIukEjYP9YDNhL6rF7CgkER7AkDuT4+55jMd6acwtpjeYeb/5DoHxOOxvVzitSsZigKY8CUnQqc+T2d6XcapIKjC7UGRlhYwkniKXvxlvvfUWxfnTJokFYOHMi3jqtW+zc88mrj57qq0gQir5wT7m5hRikQ6hyVO7g5KCRm465/uE/a/y1dlLGU8meHOgg/iET/OOkT68Zitzcwp4s68DoyyRUhVMsolgUsUoidx3aIxvLinivpWNAHSF/SddN66kuefILhKKQJbRzbqSIt4Z6eGZnszu5rvTL+SoL0owpWIziMgyJGJMEgtANKDjKRZxej4c+tQPFQwyQnERiZFRXnz8cbqSSaSliwAod51c76fc5QYgKAhIZ65DHx5BMJtRDx8lctlq3th4HYqaiVdIKzEWz/nc5Lm++OAksQCMxzLzR5xYUIo8EgYpTWdQx+oUiIUyBHPRxRfz++d/wLs7HqSn/xClRTM40vIG/sAAG847E62khV+3fh+AeVnzyR1dhkkwYC5bQkf4DKLjY+T0XI5c/0V6I/Opzt4OZLIJGGz5GKNWIIleaURSTKCB+osU9i/auH7e3bzWcj+r41mIHQmS3ka2ZCUpz55BvrUayXeC98kDaKk4KZMR7+rPkR7vQrZ7+aM/vzG3hvChZ9GVzPMZ3/FTcud/Dn1XJlZEneUmlhzGeNxAOqsfv6ODLCUTn7ZrXi0/GtSBBG8OgCvfwqI9h8BmRFpUiSrItBhM+B1WqpfVkrP1RKbPahfXXrmOJ186OBknJ28xMiv+DX7x6Q2IIQPIEQ6vW8BPmzNxRm9gwLR2Fotf3YNSIBP1jJFKwp5+laq9PUjDQUxr6pjhuoXWBonXFZ3nW3cCcFXlUj4+p47xmEQwqbOlc+J96/Bmu4osqty1zkQgPrV5yLcLNHhF5A8RscDfiVzSKR1JNJJMRtE0DXFiJ6frGslUFIPBSOMCmZBfx5ktYHMKJCIaA50K+WXS5Mc3O6eA+1eeR1cgiFFIEek2YshL8ZbQwifq5/BWfyfdkSCNWblkmyz4khmPM7MsE1XS1GflcP/x/awqKEdRTXS/j0R2DfsodkjsGR2kwOpgliePw74RziqpYf/YIBbZij/qYe9Agm19o9y1dD6LcksQBYEsi4GzyrNxmWQiKZVXu32c48khp0RkrDfz6RXVSRTXStjcp8jlnw2RFLxh9vLpRx5kyDcR7PjW64iCwDOtx/nqoqW4zZmF54HDGVf2RUuWIC9fitpyAhIJDCuWkdR7JokFwBdoO+k6xa5aHCYP4eQ4kiBTnp2xn4wFVXa3q8QSOlevNuGLargrJWLjGi6HSGW1xAMPvcZdd36SnVvepLt3H0arzLU3XM9XrribI6ZMpLzHXMBpARORXT8harQSS+QxpnooKJOw5X+RrXtXk0wIjI6uYc48J/b0QeyGBqQWAenyacR6NAzbpnZ1eq/CrFWrqIiojD3/FVRdRfR1cdaCKxBlL+66eQS6c0jlv0l66DByfgNh4hRmz8S/8cfoShJL1XLci65DCQ0guYpIdGdS3IjWbLS6BXSL27BW5+L021BtQ9T2XIBhVxB9cQGScQdJs4LBYsb3J/HefklGbCxEOzGM7pDZmeXh9pEUWhTqnV6+/dFsclIJvvHivTzx4gEasou5ccZ6EkqKnx54hT0Pf42uxFeZcfH5iB+Zy7gvBUylcxkRVI7OfAlFi+O13YxisXFwQOVg+QKuWxSl9pGNmKu8RCuaeKP36cnzHul4j1/P1ChyzuSxQxk77GlVEuurJabni5S4BBpyZVRN5651Ar6YTo1HotD54VsX/i7kMtyrMmfaeWzZ9RAvbPwB56z+POg6z771XfyhQU5bfB3dx1WKKkUCYzrBsczObdfbSZafa6S0dkqfXe3yUOnI5kQogejRSUtQbHMxEAsxHI+SY7bydn8H64qrkESRmY58fNEkgqbzkarp5JgtRFMyZnFqIkkCFNmMPNp6hOd7jgPwxaYlfGveGu5r3sdLPSe4sW4doqpR7bIxEEqSGDFxRs403HkiPZEER5pjHB6PUptl4Za6YrY+niQrX6R8pkR+uURBtYwofbh2Jh8WvHMswlWfuoZEOMD0M24lr24ZA0ffpvmtX9AfDjP3ofu5sKaOrmCQlzva8Obk8InLLgNdR57ZNNlPVlKirGgF3f3vIAgi9dUXnHSdAlc1Ny//FQOhNgQtj22H6jhqS2K3CLy2L6MiCcR0jvs1RiY8Jc+ZYaBQ1WmsKeDnd73AaGwfo/EDlBaey4sHs/h5C6ytvwiv9SVKLPkY2o+hAv6Z3+SRlgVoOtjNNi5pKCQ54WobjsjsbV3MEtPTjIY3op37VaqLpiGF3keGIuDOjGnYoLJv6WmYBSO1wz7sqSS+gb3kVa7BYRhAmXUhovFKxgOtuCQLxMPYateQGmvH4MgnsON+AASjFfvyT6GpKSifzfGWRycvV119IXJHMzkDH0WbbSFkeJZk2wkoX4SyKodpnjBZYRf+pE6uWaQxFELrHENaWgWqyPaIMJlupzWsEq6x43Y4+P0jT+AwWnjzom+Qbc7kC1tbOpM5f/giv9j+POfkNSEWZVEXDeA2OgikBJxGnZk2E9l11xGz5fLmcB6bOtOEkpnn95OUle99dDquHcPU7zpBY2U+e8YzYRINDjdek0RRkUxTvkQkpZNlFjAZBBqntJFIovChcjv+c/i73J2ShovWfZUjrW/x1Gvf5pUtP0fXNeKJELk5pVyw9t+JBHVMVpGOY2lEERoKDZTUSCSiOqqiI8lTC/NIr8reN/4ojBspn1NM1N1KfzTMmqIKHAYj44k4l+XNIrbfhXVQwF2nEMhOYhbc/PLoGEYpxYaaHCwyGA0JBhNDaO9LzPdC93HOL6ulK+JnbcE0Hmn2E0lrTM+ycoO3hN6NOptSCWasMXIiO0MsACf8cdpDCcxJGyPdGnRDTpF0ilj+ifHyi88SDw4x/awvMPfiOwAonrEeVU1zYtO9+BMJ7tm/F4BFCxfyi2uuxf2b35IqLMBw6cWT1SctpixWLrydcf9xjEYHuZ4PRlwXuKrQ1Qp++FycbIeOaARB1qkpFGkd0BAlJokFwCLpPLU9TdeISl2hxKoZ83HbF/LzlxMoaqbdWy0GPr7wHkbFdsx17xLd/xQDatnkYhtJCIxGNaqqfbS3ZQNQXzuC4rfTUbmY0on6RnHhFSwfWYvot6I6utHDTkKdCX7T8iMCiVEAFniXs8FWhbtnH+Hm1xl95ZugKSBIZK/7Clp4BP+2ewEda9VykKdCDfRUDCmloFesRTUrvB8pNYG7fDV0qSRyO4kdexeA8OHncUw/l6zeh/hO5UcIp3Ip6PeT/0YmzYq6tQ1pWTWlE2pwUYC783RKfvcuqXiCgeE+1pbMmCQWgPrsIiqcuZzwZ5wd9LRKhSHJd+hCL3FisRlwbW8lXBkmqD7NvNIreCldNXl+JCUQlsdxtI/iBL4g5bG1qom4Oc4ilx2LexonxlT+uGS5zB/89vsiAQ6MD2KVDBTaHNgMJkrs7g+0+1fG34Vc8opFps0o5Tc/2soDD/+EfUdeRRAETlt0Hddfdwuh4RwEAaIhnfSEVJ6M6wz3qPS2qkQj0LTIgGzIvKTk++wxFo+K0wtnFdRQ4/IwEA1T68zmqc5jqINWxvsy5wwfk0llB/E7BWKKRkzReLJ1jPXlBl5u3w7AuqJKXEYTwVSSNUUVmAwGzimtYzRq5u20n9XFbkJJhTt6Ozh/gRfvATtH301RdNHJsTqGPyESk+W/Tywxv0qoX0NNQzyg4syX8NbJH6jIeQr/7yCEM26vBfUrTzpeOG01Jzbdy5fPvYjTLWY8K1dQs2oF6V/fP3GigNbdjeDJRjBlPButFg9Wy5K/er14SsdkgPxcic3tmUVxRpHI0nqJYq+AxyEzFtZBEhBUONqj0lQmoQN9Yyo7TihYjFO5iQwSCIks9vfNRcmvYf76meTodujKXE8UIN9pJDv+JCWLVoGYYtB4iB53OWWeJmo8swBwNK5m+OWvooSGyLLfhPnpdYSXDRKQRifH3hXrItjpQx08RrzzPWy1q4m2vAm6SjoVJdHy+uS4Yu3vknP6V6aes2xCiwyRe3wm2qJCPFnF6JrOuPM49rwy5FETYr4dXT85e4CUVYJuEHEJbRR4kthf809tAzUdwgnW9rdhmFWD0Wpg7ku7IJzEqEOuxcWBsU5i6SRWQ+Yd9YXH6QmPMS+vCr3UhdRYhCbo5G9tR31hN/GlFiILHLS1PkYiezmPHyvjjFqZV45n3tUVla2kR95DdzYghJIU7hrmcrmSztOX0Tamcf/GNI25Om+3Z9yLV1VIrK+RmFGQ0cCMxaPctvsNjgUyMXfnl01j00A7d81fz8K8Uj4s+LuQi8UuUjlNZnyogC9/7nv0tt4NQHG1iCdPJODWceWInNifmVRWh8D4kDZp1D+2K01OgUhJdWa4OfkinkKIKyoHKw7ySmsLtk4D31mwFpts4METBxmIReBPdgxJVcH0J17Axvc5BwzEInxhxhIMWEgoJvYOh/EY8tgTDJBrMSAJsHci0Ou+3gH+ra4cW4+J6mwz51d62NIfZHmhkxVlTsJrRMb7VQoqJbx/EtviH1RJJnTcuSLm9wVMxYMah55IEh3JfDqlS2TaN6WRTAKeyg+3CP2PxLK5NfwCGGzZQmHjmsnjg82bAdDnnU3t6ll4yrzo4Ux0uTh9Gro/gPLUc6gtrRguOg/xT4z/fwmFWSLLG2VGojorKiRkWaAoC97er5DlHmEseRyDyUNHTwN1M40smyaz64RCIp2JjTkxoFGRKyEKGaJaXSfz0tEUMysk3jluR25ay8pGA5JNYTSkU2iL4tj5Y5LDhxH4Pa65V1A852LMWWWk1CS7+15nJNpHRVYjZetuJ9V3BC0SQlvWjWy0M9u7mv1DmwBYkb0U7egLmeeSiiGIE/NSlEkZjciuYtK+DFmLZieJoaNkLf0UaX8PgsHMcPsR0iUryd42htia8cYqLK5HHLSTmhNFcBZi1RcR6XsHNTyAuXolHQPvEBg7gtmaS0PjNRguXUHqt9tA0ZDPaUIfCpHlkTjPGKbHqE0GVAqCwLVNa/nurqe58MXv8bk555BQ0ty9+2lUXePiy+fRtWiceNrCrFSA1Dut+M9SONb5PfQhlfzqMxmxzKanV8bXobCyQmKa04dl3y0MmrKJX3AGlT0CmtmEv66Yr76WYHGZxFhUZzCsE5vgyM2dKl6bQL5DJdcuMRALTRILwIngGG6ThUfbDzLNncuu0T56In6K7W5WF1Yhi/+a9pi/24pVVCmjqmB36+SViKgKKCmdwJhOf4dKX7tK9QyZ9sMKkqxjtk49UEGA8ETmV03XaY234lkQR5VUDg37MIgiUSXNMx2HuKEyn4sLZIZcMuOGAVwFJYSGRJw1CUJZYZ7vbuZj0+YwHteotMU5FOzKXAO4pLKBRncxt25pZyCaQhbg7llVlKYtVJWb6YqenLVUcug0rTRyIBBm11CIuiwLtVYrUkSiZp5MzbzMTmW0V+X4jhSyUaC4TmLXSyl0DfIqReadZZq81/CgNkks2ZUSyaCOZBCIjGhkl+unpJf/n3DhhReSX1DA0dd+gq4q5NctZ+Do2xzfdC8luQV8afwY0sYhuPIyxPJypLWr0f0B9P5MAIp+5ChaUyPivDn/retZTAKzK2TufT3JeCTzvt0zDFQVD7Ox/wuMxroREFlb/X1EcRn9Pm0yO/zWZoV51RI7WxVOa5IZCWo8vSfNqro00zq/RnnxanzymRgNAvVFEm2DKbYcMTIt526WWO5B6noNJThI754HiVXMYoQIjx/+EQCSIHNz5c3Y3vsZACHjExxbeDrhlI9VFZdQTQ6VYYXwRBVJS8M6lKJGzK48NnYHeOBrPyLUF6Q8y8jH1tazZPZcQgeewrP6VnYdaOauR3ex81gf8Hvm5FVx5+LLWFU8HfqDCKUeTOXTMWZlYaSG4sYGkr4uThz6LYH+TIboRGwE7G5SBTqD545h0Kx49nUgdGQyAaSNFWwr6+SMJRKuTUZIa9z69es48t0gL219i3cHmqfe+Rovcxp76ZQrCYxqTDMHochB59i9k/ErQ22vUrxoNZBx+tjUodIwW8TU8HGOiC5iZHN7xIseAUsANswwEE/rpFV4f0J0UYBoCiJJyLWD12Ijz2JnOJ7ZqJba3bw71MlphVX8qmUnz3QepdTuotblRQDWFtf8DbP5nwd/N3IxWYTJomB/xECXQvvRJNVNMsN9GiGfRuMiA2MDGkWVItGwTjyiU1wlEQtr6LrO0+0Hubf5EB8rTnG0/VfIkpFPVd7CrqCBWW4zRwc2s7f9EQBshSeoWXUTwxGV5vgQz7Q2I4siXbEOcuUwLrWP/GQzVxfNxGE04zIYeaW7l4GJaPtPFRUz/qqIJ+nAUqDjmi+zdziCL6mwrjSLAqMRgw32t0UZiaeJpDV2DYVxZ5tZZLNic0vEIxo7nk+gKVBcJzParVI1W6Ztr8Jwh0ZoVMNcJhIa0xjpVxFl0FQw2QUGD2XE8PCQhrNQJKv0lPTy/xIDAY0j/QoWg8TjTz3P5Rsu4OjrP+Xo6z8FIDe3iOfOWJ/5SHw+lK3bMF5xGfK6tShbt8He/VOd/Y0ZsMMxHQRYUi+TTOtIIpitHYwGMrt+HY2gspf+sSVYDFObCkGAilyRSEJnLKxzuCez6Xr9qJHy+rOwm2Vywk8z+vYgae98DnTOJZmG/YMuSssvoMGQRM4uxR4bx+z3sYspI76qK/iSo/wxmb6eimJJJmjzH6TNd5Di8msR0mkcTRcgOXMxuIoYffl2Htk+yjefyxi0RVlgn6LzzObD3P3JUa772Mfp1Cu47DuvEovFmVXnQJYE9jW3c94L3+G1C25n2bmnESkK47Bm5reaThAMdICg4fDUMtafKS2cU7wIR+Ecxgd20X7sN1QVfwyhY2pNMR4bxVxt51j/98lduhRRNBKSdfI+9xx3Xf0yJ178ElJ2I7PXX8r0uWdyZNSGrhtYmp0gYYgizLRgShQRC2XegWSwgiGLj05XaPEZqfeKvNzppDuwgdPqIiiqPKmeiyvQG9AYi2msrZaxG2BuochIVGdWgURa1cifCJAssDr54aKz2TnSg67rtAXHWZpXTo0rh6/ufh2AzrCfWpeXrUNd6MDp/4IE8w9ZrdIpHf+IQmhcJztfQpCgdpbEkR0Kg11pBAEa5kmU10v0nFAZ6VNZtN7EaCLGT4/u48yCLI6234WORlpNkK33URbdSvP4MPPKz8NhzkHV0jgMRoZ8L6AbShhPWZmdk0+FI4t2fx+FRj9l+gWYlaWoWjeqcwZv9gQpd9oxSwJJVScvaCY44SESHxSoS9m5d00tw4E0Hl0mOiiy+XdJGgtd5M8wcCAYJc9qQApCMgE2QE1n4l0qZ8t0HlTQNTBaoLhBYuCEitGa6X+oQ6H1gELVbBkhpfP+qn8AahLG2xVCAxqWbAFvrYxkOCXJ/E8RiGn8YlOCPn/mOZ/VNJOOjg5eeOEFurq6KCmvYkbxdCqfemDqpAnJUZAkpBnT0Xv70FpOIM2ZhVT7t338WXaBaSUS7x7LbCAEQeX8pbkMvhqjY8c4mqLhOr2PtDvOihlGqgt0/BGRxlKJl/ekKfIICO97/wtqJLbFVhD1qSx37cG1/6fAE5wx55c831EHQHZeLkr/ELHWjIrLOu1MXKU5iIKEpqvYDA7yTVMuTZK7kAFpKljLGB4ntPclPGu+gK12DWNvfpfRcJo7X+zDmiWz5osV5NbbGG6JsumHXXzjwa1cfNHF3PHNW4jF4tx+fQXL52QBcPB4mC/9uJVvtz7JU/UNRK062SYHmqbQdeBBOvbdiygZqZx7AzNWfgtFU+i3zOXOAzq1jtkUe+cTSnWQV1iBOJAZY7o+m0dGDnH9jBswDWzBailkwH455zpbqMhuIfat+/hOey2PJnSs+xOcVWLjrRMKTn0Mzfcr8qvXMx67HofshtQ4wbwr2eJrZFuPwm2rDHzvnSTBCVX94T4HFzTqbJl4NmYZREHgyLDO7ALY0GTAF9M5NKQSTwssKDFgNU1tQOrcXurcXgBUXUMSRHYO95w0R0RBQNfhl8d2sCK/ApP8r7W5/LuPVlV0juxIk0zotB+e8hiZuUymYa5MMgmefJHcIglvARRXyxgMAiaLgD8p4jAY0RCQRBlFS+Ew5zAUbmc8mtltbG9/grOabmUk3AnodIzuQWc3ZZKVBVUfZSg6RE12kGptA4dfMwDZSEsq+NGeLlQdnMYI103PYiCqkJWQCb4vRCzHYcCSFPBpMXrHU6Teyci+Y6VJ7mkemGxXU23DPhHPYnUKNC43EBrXmEhzRiqesSstvsiE2ztVz0ZToXVCWll0lpGRFhU1CTl1EqIBDjyS/KM6mfLlOvmNEjbvqVQyfyuafUG2D/jILpDRBTf9PpH9PQoXz7WwYcOGyXaaoqCkzkF77Q2EHA/ysqWT/xOzsjBctgESSbCYEaS/7T04rSIeu4BRhpQCqqLw7VvvZNNrxyfb/MfbPyOvYhvT7/80ZB2h1PwttrcopFVoHdS5apXEgC8zqYIRjeODOiDQ55vPJ+suR2p+GK/BB0B9kUiZO45veEo1lOzZw/yam6nKOp+AHifLU8sIaSrWfRFTNETUKOJmjEbPfKYbS8k/tANd1/DHhuiLtlFcMoc3Hn4KRdVZsCGfvIaMR1Z+g52ZF+ex/b4+nrz3B2zdOUB+jpFls92T155Z56C2zMrWo8fwu4w8P/Ya1cf8LCtcj69jJ3Pz7sASc6EEBCJCD+Gc5bzaY8IiCzx0PM0n6/4N0/F/R1nvQup3ElPGGNAf43O5y/CTh1b/NR48kc1M4ziVbTcynAww2LCMscSEs4GiE1HTgJG+qI0y33Gi/jr2JtZwNPTvmGSBkeM6t6+WuLTJQJZVwG0RQNBZXyMTSuiMhgWunQMJVWAsprNxwjlDR6B1XGdnr4rdCMvLJXLtf1mylSYyZs/w5HNJxXRe6G6mwpFFkc3JfS27me8tRv4XrA319y9zHNI5tjtNef3JH6MsC9TN+ZMMyRLYnVO7syyThTvnr+G1rgOc1vhZtrc9RJFrGgVZNThNHjrH9uGPDTIcamdvd8boOK/8fPZ1v8Ss0rPwhTuYlreAjtE9DMffxZ63iMiwlW4tzoRXJ6GURmswwJriLKY5TRgVBd+gSmmDTO/RNEPmJN/zdXF5fj75ggl0iBhTJ41bcagYJ5wJwj4dTQNHtghkdLmCAAXVEjnFU48/v1qkdEBipEejZJpEbrVM1ick0jEdq0dk9ITC+wtxxv0aPTt0Gs49RS5/C3rDUb7w7n58qYwR4+LSaoYCuSz4M6k3RFnGsHwJ+uyZCEYDgtl80v8FWQb7f/8TSis68ZTOWCTJy/3H2B9sp6ahBGGons3PPsSm156ksGYJSy++E4PJyp5Xf8SJXU/y2C9/Rf2VAstz20irmeqJ9cUaJTkit55nITzUwX27piSOlAKKZMfsqaRqWj1fn2XBpIyj9BzDmN9IaihTN8VUvgCxvxVbUsOdU8Eveh8hmMwEkV5V+XlyAl2sLlrB4piD4Ht/QFeTIIj0ilEe2XELX1vyG/SK1cBDWNwnq7wt7sxziSRVzAaRcFxFUXUME/65uq4TjiqYTGa+13wnCDotY7uxG5wsyvoE0ou9QARZAPH0FMbYS7zbexYpTef8agdRQWDxJX8gOdrGwc5vExqbIM3R95i76ofccdDDWAxm28OkkwEAXFL85DFKIqIAM53dpDsDpJN+Lm6y0r01yXBE5xPzjcwtliYj529ZYmJ3n8qjh6a82a6cZSDPngmGrMwSqfIIZJnhWxsTBCdMtKNRnRsW/tdVaSVB5HhglBX5FdS7vewa7eUTdfMpsbuJpVM4jOb/so9/JvzdycVoBLMVEMBiE4hHdcxWyC2eWiSVlI5sPPlD13SVQHSIGruJcUs3bx19kGrvQnIcJbx97Df0t0SxJ+opKV5Ki3Hb5HmhxCg2Uzb5zipspix2tD+JoqU43Pcmi2puRBy7BK809WFIAixyFVI85qJvSCG7QKRhsYHBdpWeYxrKHBVNhxfGRvnmUgfvbdzIG796igG/gG3mUqrmLmJmbmYHl0ro7H01gX9Ix54lULtARpQFPIXiScQCMNqtMdqrYc8SSEZ1NB2s2SJkwhIwWARkEyjJDDnJJgHRAP3708hGyK6UMfwNLs//VzEcT0wSC8BAMsAlcwuxGKBjVKHSO6H31zW2D3fTGfZR48phoeMvu4gORINsHGgjqSqsLKii2pXzgTYjAZWnd6TwhXWKanp5qDsTx3E4MMAtdXaGD/8eUTJw1g2PYHVmsnCvu/ZeBtt2sOPlgzRduYh9/q+waOZnsEg5lOcaMRsakUSQu19jRc1lPLPXjKbDinoNs30aWQtWYvUUYwWGX7mHyJEXsVavxNh0PkZvNbFAD0ZPOaF37mHYtGiSWAA6kx2sWHEbgiBizKkmnTONyPhRBuQQT429jqar9MZ78dVmjOnNr41ROt+FKAloik7z62MALKiwMxpKc/+7I9z7dD8fv6Awk4PvtSEGx1Kcs+F0EMYmr+vSJHRfeOrB6SAlDaQDRylzGegOpf8/9v46uq7rWuOGfxsOs5iZZZmZYjsOM2MhaZtC2qRwm6ZMt02bmzZlbpKmaZM00HADhpjZsmVbtphZ50iHacP3x1akuEl7e9/vHd9txnfnGBpD55wNa6+19nrmmvBMwimVc7KTCGIGlpxq3Fn1s+Aim13EImOz7MLHpvOoLL6ExMDLuLt/wb0Lf8zJgEaRLwNdkflMUxcc/wLm7OWM5H+ayWGVT6w0U+QWCad0TnS2YUl0Y3HmU5pXSYfNiihAsVsgkobBoMazp1RumG9iPApvdqvE08wCC8CpccNf/FZJ9Nm5GAvTOj2Ox2RlQVY+ZklmcXYhf2g/ik020ejL4+H2w6i6zoVFNdyz8BycpvdO6fT/n4OLzSmy7nIrHcfS1CyWMVuMuhWhgIbVAa2HFAY7VEpqJRqWm7HaBFRNYX/XX3jp+A/JdJaQ5SxC1dIgwNbDT/L4fe2MdsUAg7AuI9fB5Z8rIq/cSWnGQoq9jZhlBzvbH2Ms1IEsWlhWfhWjoQMsX3ceucXZ2D0CQ5EURdjwtlk5M6QQn4nkWXS+GavDmBiuKQsLvQ66w2Hu+PolnNyyc+7hXngUedN6YqseBUpJJ3WmZgo/RaZ0upoVLrzDdlb48VvS3WzQ8r9Vw6ZikYbFZgBuLKDR+lySrFoZXdOx+QTi0xqxURjYb2zFy9bqVG40v+O6/ydnS6HDTqnTTl9khgTVmUnPpM7BHgW7GT61CeoLZPaP9fGZ/QatiiQI/Gz11SzNLj7rWrqmkR4f5ud9x3h9xHCMvz7Uzq/WXotvJjHxLTneq3JmUMPnFEjpaW7O34io2IlKftIkmZwYx+7OmQUWAFGSySiop+/k61yc/xRur0JX5A90hIfRU9/hsTfiFGWJXNVwMfknH2Jd/SeJpQW6xgSyM+qpyDL8G7qSJjlk0NbEOncgePM5UpTF68nXKZzu4IrVt+AN9OKQ3UQVAywqspoQZsw1I0IWt7ZUcEutRnP/l1B1Ba81B4toJpLTy/w11bTs6eCZu06T1+Bk5FSY8GiKuhWFrPzwN2mcnGbHx+7nue3dvLLbjyhAIqVRUlLMd79zHy8P/4xwapqazMU4kini7klcJgukVXSfhai5HUf+Im5MHccmHMRtqaJAKAOKEQSRsiUfxuYpJhEdR7a4iEwe4Y4FG/jxYRfdIRva/GtodDUhiVbOHLuT5ckwUsUHeTRwAyKlbKz5HZkZ+fz0gA6kkQT4xrkWjnYPUaPu48noZXQFbVxQHmdxiY3/zJukqvkMSY+D9tJ63kxbOTasMBgyHPsjYZ2mXJETY4bJ8uJa+R3AMhmP8rXDb9DsN8zp31p6PhcW13Br9WIqXBmEUkleGWhDnTFXvDrYzvWV85mXkcd7Rf5XPEQ5hRI5hRL9HQq7XpjLiFy03kTbUWOxPH1YwZctUt5gYjjQzYvHHwDAH+mjsXAjZ0Z3E01O8/T9BrDUrvJSvdTDcHuU5jcmef77I/zqhXs42P0Med4qGu15jIUM8FG0JIl0hPLsRXQmHmZ+/pc51+Kj51iajsMqYoNAPDLnaxnrUVh6iZWGtSZ6TyjcVlTEY3vu57UtO2moWMv1m7+IIIg8teU+Wrbt5ANf/jS7f/kkVoeJikUy3c3GM1UulDH/g92FL19katS4p8kCb1+blISOkoTRGX+MM1eg5kITR/8wZ44ba1UoW2c6i8ng/99lYnA//sH9WJ255FdeiMXmI99h4/trFnLCP4VVMDM66mTrDLlggVfk+KBKUoGJ9Jzqqeo6fZGpd4CLeng34RMHOVLgnv2uO+wnmIq/A1zeMrtORXQ2WCt4/ujM7tSSz+Xn6tQ0LGTba88z3LGXgmojCTMyPcJQ+y7yiip55ZgFBCsXLfk4DSUaf9hiXK9nTONodgHLFq/BG36OTDmfJZXLqCnwzt5bkE2YV70ftf8Qetd+phZs5tnO3wHQFmjmqCmHzVIutzvPpddrQ7c4WFK0ib+XZzqruajshzilSS6uasIf6kIQBO747pU8/F9/5fjrA7Rv9SOZBeouyGLFB7No0UfxhVv4808/xMt7w7z8ty2oqspFF13E3XffTU5ODqVFD7C1+wlebv89evY5NPm7yd20GYe5Ai1DQo/L4C6FLXcRB+K9YG28EXdWHSZ7BjZnLmUL3w9AMJmgfayXgt5HuafAjI5E6uhTCN6PYA860QUFTU2idfyaj8xzcEK+imWVZRwaVIH07FidGlexqhN0ims5MWmM5YERO6uzkhQdOYM4PIVtcIoqScLnXoBH0hmbefXaJjXuXGniqgYTbitUZb7TdN0XmZoFFoDXBtq4sLiGhJLGn4wTV1IU2N0MRYMouoam6wbgvofkfzX8IBbSzvqcPtt1gTJjvYgEYGXenWSIC7E4U4wre7i46dO8uXMbA+1T1K70cuVnywFoXJ+BxSmx75kxHnnsN8zflElwdIy6vHUIiOgzDnqnxUdz/8usKL+eaDyKaNMpbrDiHzZ4zSx2mGH4x5Uloio6VqdAxUKZ3HKJV574M1aLgy+8/0kcNiN5ruIDC7njuzWceXEn4ftT2H1mGteZyS2TQIDs4jkSzr+XmuUmPNkiiqJjcwhY3ra7sWWK5C+QGDmuggCFS2QEScSRI8zmxWRVS/8HLG+T4OQZjr7+GYPHCtA1lfL5twJQ5nZQ5naQSutsi6QRhDT5HgGLDK+eVHj1pMIFTSVkmG0kNRVFU6l0Z551fT0aQXnlKezAVTXn8rtkLwCbC2vIeRvVyFuyoFTmRK/CoF9ndFKcZUeOJQViUQs3fvDTbH/jRV74yTU0rP0AZquDU7sfRUnFWXjepw1bKPDaUZHbN1uBuZclpSj8ru3HDIYN5emDi76OJF5BKOGne+ok5kSUvSf/C0VNsnLth5Gc+TC3riFKFto9EgOiCUESODbwKhvL5wIbStwmvrgikx8cCrBzuJSvr1yMbWALuZPdfLX003S7s1l5xz7ef8+9lCVV+tRmzqROoGoK+fZCzHIvZovGR65u4qtf/TrRaSPYxuHzciIwQjIdY3e/sUvcPbEDZ+VFZIgiUWkYNZVESUVQR49SWnI9KWWakeE3SCeCTJx5kfDQEXIar8FWvIaJhM7RyUG+e3wL38nzwelfASCbnViFDORjQRpv/jw9/m0oooO29AKe79Q5twpqsgz/i6aD2wL5ToHBeAHaDK1MU66ISRL48gGd5fNX8oGMVnwn+7CEYyypEZjv01hQYiGl6JgkgUWFGluGT7Kjt4uVuaVcWz7vLJ9JpsWBQzYRnVnk6n3GjvWRtiM803sSEYE7G1eh6ho2SWZVbun/gcv/RLIKJGRzGiUFZivkFAl4swWmJ3Qy80VyS4wFVoyWkT5ewEBCQJLBt8zPtv77CY4UAlC5xH3WdauWeNj3zBj+oTntM8NRyC0rv8+Z0d3YzV56Jo8wGennlRM/QFEUhI5z8bcLVCyUMFsF8ipkNM3gNIuFNLqOKJzZZ0yEnuMKo8Mj5GdWzQILgM3iojC7lr6xFvQpK/jAbBUoqP7H3RwLaQiCkdsSndbob1XRNZ1UUqdyoWHmMlkEKjaacRUoSDKMtKiMt6pUbjQRD+hIFoGsmv9z7L9dknH/LLAARKZ733GM2SSwvkbGZtIJJwSGpjTOqZXZ26mwrwO+vfr9HOlTyfeIVDj+zpkqywyuPofjkk6jJ5vvZORh8fhoyi7GbnqneTI/Q+TOi20EIhpHOueiJEUBMp0C1166nr3/8QhP/vJzHNvyMwCsNgdXf+hbLDr/NiZCYDXr1FXr9CQTbFgiseuoTo5XoCh7mDda52qYNI9sZ3HBJh499h2C8QkqwpFZtub9rb/josbPsLn8Brb0PEmmNZcCRzEPdfx89vzL67/Fj5s1FueGqM9UyLLbubjCxfJ8G7IA0fbnmH71vtnjSy/8PkVZD7LGPkHmod/TFJ3kxuUfRHFnM7L3d8QiBpLlNFzFcNsLnNlzP6Cjbfwp32htJt/uZJWrjmBiNwBHQsdYpKiYs2rQMioIHt5Npf3jiG+OoDur8W2YR8I+iRKZxJmC0Gv3Ea/ezH2pK7HYTXykZjEn02Hmb/oRBaEurJLA4MBuLBf6GO94HHnVIxwY1LBbHdy8QMRmgqUZEh9bbqZ13AD9v5xQuKgui3xLlOaATo5TZOtMNNjuSZn5pWVsahskuLqWYFjnh80CkOLaeTIus84J/wg/Omk8T7N/hByrk0tK62b7rMzt44erLmPvWB8ZFhvnFVajaBrNfqMMwzn55TzacZRgyhi38XgUu2xifUHFO+bWv6v874JLvsT5N1qJTOu4M0QmR1TMZoGyOpFoyPA/KCmVZAJSM4yuqgJytIxEOoIvx0j3GmqL0rRhTrMcajNIJMtLK3CYbSwquZSSzPnYzC7mFZ3L04e/yUDAyPoVBBFZ9aCEM8iu8zMlD2DLsaEmnIwdy8Vil6hbKdPZPEcTE53Wqa1poPn4EUYmu8jPMkjtxgN99Awdo6xwHjaXQCquGTk9IzqSCXJKpNncFF3X6T+pcOS1FJIMSy4y0d+qkpjx85zYnqagUsbmEgmNqvTvSzN20kiyLFtnIjqhMdWnUbnB/J7Od0mpKSLpEE6TG0VL0xfpxiE7KXGVzx6j6zrhdAinyYUo/GshmS5vJe7MekKBNuzVdzPquQB9UKGxQDorKsxuFonpMZ4+MgPkEqyskAknNZ45rDMWMji8ZCnBefUmLLIR/DGupvmSEKXA7mHC30t7cIJSp4/vuTLJsNjftU12i4Cmi1jNsGGejKLqVOZKVM6w4/7sm7fymTuu5sDB3bx5PEFNwwrWLfShqNA+rJFRoPCrM37UHsiwity9Jgs9IaElt57tL/HNY2x0AI82D5ttGDF+crYNoiijDbdyYdW5rFmwHH2gmdPJ4Fnt7AuO81pvjNd6Y1xSHWYo2cXXFp9LpsVCR+AYcqD7LAJ8a3SQvkgjvp7fowZ6AAjt+hXOhovIK15D/+mnAFCVBKmJM0Z/mp1snxhG1XUGo2ECrpVcXFVDOuGnKCWSTKSxWW3E+vdTXv85xEeMMs1COEVGdz5TKwT0UDtqdJrRxjtIJZNcnznKUYvObzoOIgkih1w+vlLRgCPpZzD4FxLRUQprr8I2/DCbR4+S8MzneeV9NA97ufccC292K7ROzFlTClJ9VG39D77ScCX7PTec1UcBn5tnL9yE3eXiUJuhdFokkEXY2q3itWZzecEqXhg2eAtDqbPZPQAWZRWwKOvs6qJXlzfxQMtOlmQXsX2ke/b74XiIrpD//8DlfyK+bAmfkUtEf4fC+NDc4IandQ5tS1LR8HfNtAapt6+nfN5y8oufo2WrH5tTpnKpm+H2GLufHMFqs3DjTTeRn1uEWbLzy+0fJMdVzvmNn6AyexljwW7yvdWomoJJMpPUVNweE0pegD8e/RaapnLJ5i/C6Ys4s1+htFFGFIy8FSWlcffdn+X9H7yRr//6Qi5YdQeCIPDqvt+gagqf+/xnmB7T2PVkCrNNILNQordFYfGFZnTNKIbmyxM48moKXQclBZGAjq7NxRrrOmiqjqbqjJ1SGDtpgJumgL9TJRnWScd1sqslfGX/7wxjZEIjGdKwZ4nYPP/P4+p1XeeY/xBD0UEq3dXU+5recYymaTzx3BP84JHvMxoeZv2G9dSfV80O/+uYRQt3zvs8KTXJ/IzFvNT3DPvGd9DgW8CNlR+g1tf4rvcN+TtIJaZx+SqxufJYdN79DEwm+OneHCJdApDkzo1mlpWfHTbbH5hTHNIq+Ow6C4tlfrptbuczEkzyUPsxbq9djkWSGYoF6YlOUevLYc9YL2DY0feO954VLZZUFcKpJC6zBYskc6pP4ZUjczuXqrfRrjusAvMrHfg8m+lTE6zKlUkFYWevgschkEimZn03gYQGNp1N1SJPvfwG5+edS0BPYJMsNNo3sWN7FsHQDWTnR8mte5U836WkE8twmBzo448RDvXhrbsINbOOif4+LPKzJJUYZsmKLta8rf0S46EJfvLIlzgzdoD1K9dzfuUGLLIVXUlgymvAqit8Nec46nj6bca6mYbGIyBIWNwFuAqXMNS7DQAlHaPIPDcOu8aD3KqlGD75IjF0YoCIwHT7y7jr6nAhouW5UO0msJgBDVNODXuyruPH7YaSea3bRCh9jDK7k085dDyBFpxTZqbGWqhsvAlzViVS0I/Wtgt30oFiFrnd/Qa7YivonKxkQ4WEKMLJMY1cu05Wx19QpwYRTr5A3XmrWFlcysFBjdoskY6QwJERK7fk6vhsAlNxnZUlEk+fVFA06AeaqKHAfhIQWJpTdNacS6oK24e76QtPUefNZl1+OaIgcEVZA2UuHy2TI2woqODN4W4E4JLiulkT2ntF/tfB5e2SUyQhyWlUBTwZApMjGpoKA50KNQtlVOJILj/T1ja8aj67ux7lzu9czIP/8SL7nxtj/3NjAJitIp/93jUcHnmcJZZLUVUVRUtxcngbpVmLeO3ET1lTcws72h4G4CgvcmHFz/B463ii/UdGJBrwyunvcZFjCZGubKZmIj+G2lXKmmQuO+caPn7zfTz09Ld4/DWDpt1isfK9732Pm2+8hS2PJECHZEzHYtPIqxDpO6HgnwHPknkSdo9AdNp4CftPq8xbb+bYVgNwKhbITI9pWKwiakJHEJlNwjQ7BWJ+DTUJwWENX9k/7tNEUCMV07F6RFIRjclOYyHNqZOwZ8yZ0qb7VY49nkBNgSNbYP71lrN+/5/IoYm9fPnA3WhoWCQrd837AouzV5BUEpyZPoVL8vDAXT/imWfmiiw98eaz5D6WzYd+dQsWj5k3h16jzjePB1u+gyRKTCYm2DmyhUJH8buCy8TAXo6+8Tk0NUVW0Wrmn/MN7K4CQpMKkbfRaPdM6iwrP/vcfO/c/yYJqvN1csUgpW6JvpAZkwSLzIPc29vCeYU1VHmyyLW5yLE6MYln95FdNQZJ0TQmYxH2daZo67aR6Y2xeb5MPDX3yi2qkOgaVemfUFlSJVM04/j1OQXW1cgM7leQzbCuWial60Tsc4uxLEKWVUCSTCyedxvb9n0N0Cmtvo6xoSyCIeNaEyMOamo20NnvZWzc+K6y5A4aTVtp73mJquoP8Eynwqr8HyIzSKmnlIdbswCdPLtA767nefU73+XpoMGD9Zx0mCtubuarn7uDgiQw3sHU7l+CIJJx/pcJTvWhxoO4519BtHMnjsXXIpb/lL9MFBIe0ri8qgavYCw8NcVVuH2ljMTCrMjMRe59gbOZKYz/B3ofwfThH7Er2UuOPkV1hgv3yDiReJg/xdbxVv7Y091pvrKynoXKGM6OZ3AWr2T86MPYvGUoyTB5+UsIHf4W6ikjGkIYPIl344e5PPw48dFlFCBRIwWQF1TQJxTiev5ZlJwGXq76Fs8dymFBns4968w8cSLN6QkNuwmGQ7CqWMJhhiyHMFd5EoilJO5bexFei5V8+9mm+10jPXztsFENVADuXbiBIoeHJdlF+Cw2RhJhhqNBLiyuocKVyUBkGrMo0TY9MZvZ/+8u/1bgklskcf7NVmIhHasNxgY1Khpl+toUOloUPMtfY1f/91lSehlH+l4EoLK0jIde/hq7XjvKsZNHERwhGtb6aGoo51j/aZJKnGP9r7Co5BIC0SGSSgwECMZGZ++ro5OWJ0hE67HILiIz8f6yZEEWjRdaNgkEho2J03NcQTbBdRfezXmr3k/b0A7MVrjlo+eTm5fJ9Jh61juiquDxCXQdmZt4Ix0qyy6zcOSVJNmlErnlEgI6FQtlNA1iYaNoWmGtgDNPomipwHS/hsUjYLJCeibYwOL8xyax0IhKy1NJkkGdnEYRXRWYOGO0YeK0wsKbbbO5MYFelbdcFNEJndCQdha4pJM6qYiO2S78t/k0ncE2tJnAiaSaoG26lbH4CFuHXmUo2s/Qq5O0PTOAd56T6g8VItkl+p4ZY+T1CR6+71FWfH4BV5XdyKsDz1Pva0ISJE5NGaG0CSXOdCLAa4Mv0uI/ysbCC9hYcD4jXa/P+lgmB/cSDnRgsWeS457Lggco9L2z7WvKbZilJIEIVGebaCpwoAx0ckfyr4zmLMStTZFzbAfXrv0wbwy1E0knWZhVyA9XXs6pwCj5gsxr/gFWmV2s3beHMYubR/1trLZXsuNwOTowEpDIcqhUZw+S5S7AapIIhDWau42JcnpQ5a5LbdgtAk6ryOIKCWvUCHKJT2kkojopUebmch8xXcHtmiLPpTAeGWBcUli89ttUxiWE4ChJSzMnrIuIJYzxc5lds8ACMDhmoUnuQy724bGauaXBzoNHcoAcLq9IcEXZDqKKjWB3O9/64tewyQJ3nJOLzyHz5MFJ/vrHbeTll/CfH7iWqTd/guDIQSw5n+hgJ9bz/xPCnST9vQi160i583h4IJ+WgDIzN5z8bPlHKc7MxeLMpnSmTbquE7FeSTwyikmy4vCVE+rZA4Bs99LCMMt6n0YbP07a7ERcdy/K8T9TmqkzOZMb6TPrVCpjaFYzpsJlTLQ+B0A4PoXFlU949CQB3wLUhfl4Tv8FkhFMko3U8AnkEy8iCxK+pdcSf/FHFF3yIJHaKxl3z+O5IcPZ3j2lMxLWWJQvsblSYDCos6VL4ZYFJv7amsZuEriiXub50wpmCW5daJ511P+9DMVCs//rwNHJYb537E3+a+XF1HlyaJ4cZn1eOV6LlTcG2+kIGWtSy9Qov1p7FS7zv79z/98KXAAysiVMssr2vyYJT+mIEsxfZcKTJRKxFXAmXIbVZGgBBd5aVC3N3t4/ItXCbedeTvfEYfK9NfgjBk+PWbIiICAAFtlBsW8e5zfeyXRsBFm0oGhJ3JZcbPFakGys9n6RQ+IPULQkG8s+x9AWr3Gdv/PnJuNgdQqU52fSuPwaCqoknDOLsTtLpGmjiRPb05itUDpPQhFUMkvAP0MflF8tkVsqse5GK4dfSTI5oJFdIjLQaiz+3lyRsibDNFWwUCY0rJLTKOLIlPB3qYCAK18ku/bsIUzFNKIBDSWqE/XrOLLAWyxh84qMvC2zODSsk4rps0Ahnm0pQk2Dv1PBVyGRiuiceTmFv1PFUyzScLn5XXc1aU0jkEhS713Mipy1HPcfJq0pOEwuYukoQ1Hj4Ue2BRAkgXmfL8PsM25c94lipk9GGNs1xfQnAgRT04zFR9hQcD5TCaMcdYWrmjrfPL577CtYJStmycx9zV/BITsZzs5Fy7kDPRXBlUxisng4M3WS9lArH1i3hulwFtlOkQXvQv6ZaXNwYa3jrO/EzBJ8YhjXgW+CIDB14ef4Q8dhFF3jye5jPLT+Bmq9OdR6c0i/+AS3dHejixAtzGA0NMgicYDxSR2dt22TNJWhgMqq6kkKfUke3jFnKhmd1kmkdMMvo+mcblU5ftJYkEtLRBauMfG73SlMskRF/RgdsTZE3cGvDt5Df7CNm3OuYnrvizAThXbe+gd4s30FpeUKLwVUCooFxgcMIKsumIDJE+QtvguAi8tthGK7SGkqFqGDPX1/oSb3PB753S40VeOXt1exusp4525Ynsmm+1t56qHn+doHb0LKamCo8Gsc7SjA5VRZVRwhHmlDTQ7h8ZSi9x5nLL1w9jnDaZ3xzh2kmk9Sff53Mdl9hMdOMbDvZ0hmJy6rh4nW54iZHBSv/hSJvAWMeteRG21FGzcUDDUVITXSTHbVRt4vtZNvKiamiWwyn0TsP85UzkIKnGfng2hqkv3DAr8YuBhNhztXr2Pl2OMw2Yvq7zUO0lWS8RgdK79FjawyvOrTKLEUzLDjryuTebRZQcfYOd6yQOZ9C008cyrN0kKZbd0KhW742WVWzLJA4T8pXTzPl4tZlEhpKi6TBUkQ0IHWqXHW51fw7aXn83L/ac5MT9AXmZ49rycUIK6k/w9c/p9KYEInPEMoqKlGSHJRpQysw23PIRSfYDTUgcuSybGBv82e1zVxkLVVt5DWUkSTASqyltIz2cym+o9QlrmQzQ0fpWPsAMcHX8Nry2N9zfuZig2xOP86vFRisghYhhq40PFj/NJBJqdHKFpWSGF+MVa7QHBCY3JQI79CIqXECee+wZDQTW3BEuw+g5p7YkBlckDF6hTYfLsVs1XgSKST/zj4JOcXLmRN/iLy5QxERWBq1NBIp0d1sktEJvrn/E3TYxp2z8zCLwl4i99GFTNPJO/vihwqKZ3pfpWB/Wkc2SKDRxRkC+Q1yQwcUBBllfL1JrrfTKNr4CsTMTvmtHhJhvyFMsmQjj1DIDSqcOZljcarzWhpw88DEBzQmOxQKVlxNrhEUmkeOt2JqndxcPKXxJQIN1Z+kFA6yHM9T/DRhk9jk+zE1RjpkILJKWHyzj2TIAo4iizEh5OoSQ2nycXlpdexMHMple4azi+5hHg6xneav0RCNVTVpdmrWJ+3md+f/hk9ESOJ8YLiy9kd2Ia3dC33Hf4KUcUw53xp8XcptJ9Px6hKvlck859wPQGIdg/Wy76IuuRKBIudn/snUHTD7BpVUownIlTMhCeLhaWoncc52qjTMv4HrJ0+FtW9j4nxrdQXLOfMiIcLmk4RnvoV08hkZ9/BiTO/YHHZl9jXYVSxXF4Nw2O7aO08RqZ7Ca2nF822pa9fY8MGic9cJdEdniCgprk8ZwPBWBf9QYOLzJlIzAILgFsYYPGqOl4YH8PGs6QKcllQfDW+YD/u8adwrXofnrxFpFI6gQkRlxJn2/BPmJe7msUFmzDZVzDW9Rguq8SqStfcdW0ya6pcvNwyxc6Xvsiy8x7jyK4C8vJEBEGke8hNYOoartq0hpE/3YImSHxg5WYe6MtD0+HW4hBy16uEIsP0BUfZN9hOIjRIvS2HPEElPHwUi7uIZGiQQOdWQsVXcF97FvfV5zKn64Msm0lY7ZRaBa4ZfZjIWAv2jEqSSpwheynFikRO6UbG+7ZjsmfjKlrHI6dqUGZesV/2VjJv0VV4Q20gmQxtChi3V/Hd4XVcYFVZmTtNU04uN8Z1XjqjoGr6rEFC0WAqDh1+lVDSKAUiCpDvkij/F8zJS7KL+PW6qzkzPc6JwCivDbYDUOfJYToZRxQEnu45SabFzrmFVfxtwBjnD9YuIcP67gEj/27ybwkudocR1v8Wl5bdZSyCJ4e28fj+e2kqOo9IIkBJxnzy3NWMziRHlmbMJ5qcYmDqFAP+FjY3fII8dyWh+ATHBv7G4tJLSWsKTouPU8PbODW8DYvsYHPDx8h0yihqmr+03k22vY4D/X8GoMgzn7Xa/WR4fay4woKSguGONN2JN3lz2AjHPDL0Fz607hdkCUvZ83TirXlK/VoTGfkihyM9qLrG3wJH+RtH+azrOsyHS+k7pbL0IjMIBgeZL09kZGYRzywU3zWT/91E13X696eJ+TXCoxqIArpq1IQZOGBov5oCQ0cVqs6VSScEchol0lGd0LCK3Sdisgvomo7FZQQYiLIIaEz3aXhLzm7H20s2J8Ma/fsV2mx+jiRGkaQ/Mh43ysf+seN3nFOwGUVXqHTXcN/Kn3F88jDq0kfZ8cIuAsfCZC4yNOKkP8XU8QgZhV4+tezzvDH4Cl3hNv428DyfX/ANCh1F/K3/uVlgAfAnJqjPm8fO0S2z33WH2smyZtMT6pwFFoAzgTM8vX0d8RQU+wQ+ea6FXPc/XwREZwZijUFWuUg8w7P9rQBUujMpdfrmjpu/jGl7kJajXwIgkZxicqqNcOQkLvvXuWXVzRw/813iCf/M7xNkZ9QxEfgym+puRkekJKeQ7Qc/A4DHuZuCgt/Q22tEsGVlCwgiFLisFHjmEjlFLYcMWx6B+ChBq5ksyYyupkAQCerlmCYHcYmv0zL6EgCS8Ac+Of+XnMwo4o2O73ClEEXrv4BTrSqSdDk3rl7MwfQeFuctwya7MPnchPqG6Q+kKM00NGVN02kdjmE2CditGvFkgPnzKxgYUFFVKCs1UVoZw+LyIWdUokycYf7Rr/H7c7+GbvES2v0t1MgwlqLV/LDzOIf8gwAs8ZTxpZxM5OAAgijjKV6OmoySGTrCA3l9aH195C++bQZ88rFnlNG38wdMiSKlqz6DO3ceIyf/QjI0xMLqSxFbd+Ea78TT+AEEVSESj2GVITTjfrNIMN7/BmHCKJu+R8F0M+NSHo8nNgDwWreE39xDn2+Ui4RpLs7rI+msZ49pAZG0gCwaVFHVmbCySMdq0rHKMgWufz1yszEjl8aMXEpdPspdGRQ43Pyps5nvHNvG3fPWIAsi/mSMk4FRbq9dytLsIpp8ue+Z4mH/luBiccC8lTKhgI7DLZBXIqLpGttO/x5VVzDLNsZCnYyFOmkq3Ext/lpSSpyJcA+7O/9Ebd5a8tw1jIY6kCUTR/uMl+vU8Jt8cPWPmI4NY5EdpNUkq6quJ9NpmCdkyUR17hoO9T4725bBYAvT2iRdux2suc5CXrlM5SIzvacnYMZto6MTTExgT+uzwAIQHNNo359mzeZF/AmjJoUsiGTanISBRETH7hVYfIGZ4XYVT7ZARr6MbBHIK5f+5fLI6YTO4KE0WdUyaopZGn90jPowM/4G2QKFS81IskBwWKX58TjpGNh8AmVrTYy3KmgKSGbIm2dMDYtTIKNConCJzPhphcxK6aycmvHTKv370yirdERBQNPnIqF0XaPCVc15hZfQkDEfgKaMhWR+Lo9dr+zhxHe6yd+UiWQXGd0+hZrUuPSOi7GbHHSFDU0traU4GTjGULSPpBpnde457B3bgShIbCg4n0gqQp6tkNG4kR9Q4izn8MQ+Su1FOGTnLMDkmGuIz/iUBqZ0eiZ0cs/2sZ4luq6j6Nqsw35zYQ0+i52pZIxGX95ZDlpBlpEz888+H52qks04rNm4pRDJt4X7JpJ+ivOuZGjsiwwPfZ+K8i8y6m+d/d3ryqUk5yi+jGp03YQvM0hn3yi5Wbl0DBjJhg2VV5CTUc/7Fn6Zo8PbmBAtNFz+dZzRKMF0Hvr4YUqlTFT7XLakqiv4Y0me63kUgOHxKP4ZM6yqwkhXAe76Rn506gjoOrfddhs/vvsL3PnHbu65qJAMh8xDu8bomUxywepMLGaRxPRWekcXEprZVhw+onDBlVGSQgHORbejD+7GX17PnhNfQhRlli+6E2HCj61uA0cPvUSR3cmGLDOqGmMiLZIeM8Km0/EpshuvZmDPg3jL1iHbfIw0P4rNV07A5CESmSJv4S0kAl2MnX6WTFMemfnLUHMXYg4OIOWWQEYuA8M70NIxHDkf5cKGCNvbnCg63JR3hPSxF0hpKuObbuDHyXw88Ys4M2XM+1yXhj81TdF4D9o2o3iaLEj86NqfszO9gAKXjiSkuX+XQFoTqPKlqc/WkaW5Xd6/Kkuzi1iaXcR/Hd/B8YChmP3X8Z18cdFG/th+hFy7i40Fle8ZR/5b8m8JLsPdGif2KbMRUp5MEZfPRJaziOHp03SM7WNV5Q2Ajt3sJcddzuMH5mp19042c9OK7xFNTnGk73lWVlyH05qBJJiIpyPU5a0hkpzCbc2mLHshANHkFKeGtiPqJiqylxOI/hWAPGc96rTBHhma1LC7NdyZIpW5i9nZYSWtJvDa8rFaSxjVx7F7PMRm1hGbS0BVwDzl4va8zYyrUzQJVWSFcgmjUL/GhM0p0N2sEJ3WGDUSlzn3g1acvn+uVeu6TkJNY5PNyCYBT5GI2aFTtFwmndApWCJjc4HFJTPRpiKZBYqWygQHNTLKJE7t72FX8zG8jmxq9SWER9VZEFJTBigVLJINR+uERmhYxZUnkQhqzBQiREnp6JphZ8joctG02IPZehvB1A+Jq1Furf4IN1Z98CxepaFIP0NZ3az+2gJO/KKLoVcN0kKzw8QVn70Y1sRQNAUBgbeMEKqusH34da4qu5EX+p7i4uIrWZm7Hg2dLHMB1vj5BDyH8NkF0Dx8onodjeZC/mvlLzk9fZJsay5aeDmCoGORIZEG19nsLGdJR3CCX7TuZTgW5IM1S9iUX4lFtrIi593JK3VdQxZtrF38OY6f+TMuRz4CApqmoCox7P5J1pS9j109DyMIIk3VN5BMtrN6/qeI6/N47mAB62pbEEWZvMwmYokAu45/HoCGiiuYCAqc6n6O+TU3c6rzWTRdIZkK4bD46B/aTWZ2A8cSp9nV91e+fd4zqCcPop16lEDOAjYuPo/2qaOktSSLcy7HYbOwtPgrTKeLyHPnMCWC9lYUokPlxNTIbIXE8SIbt9z2fv708KPc/tBcUbGmxhp+9OU7cFpAK95AemCuL1QVAkM57Hw1xgXzXSSLzmXXiXtmkzgPd/wan/lPzNPSXJJfTo5pmEO9RtJoxFnJxSXLUPoPkY4H0BRDGwj276dk9acIObI5U3MtDw71I4UjfLVqPoVDh/CWn4PS/CJK1whizXnIDomJYDvp6DiJmeTZ9N7vU7v6m1Tnp8nLzKb/jXvQNQWLt4zD071cKMQpyNzF6czFxDQHQfEMzw+3c7ftbc5IXcUcGmQxHcROPY/ka2B97vvZOpJD55TEhVXTZDnOLnU9FdNo82s4ZKjPnWNYfjdJa3NmzbiaxiWbKbS7GYqF2DvWR6HdhfM9xIz8bwkub61Fb4XevpU3t7bsY1RK7ycZlci1O3HnJvjT/s+zse42in3zGJgytJ7yrMVsbf0NRRmNrKy4nj0df6Iv0IJZsrGq8gaGg+10jO1FQOD2dT+nOnclp/p2c7j/Ffqnj1KXu57NZV9AR8MyuZSJPhd2t0BgWOPM3jhrrrNSUbCEj298mOnYCGnJx0cPvkhSU3j//A2cJ68gERIYajNWa4dTImfrQopshmnXvUHgnJut+HJFEHRkM6STc88qSf98xzIcneY3bds5NtnPNeVLua58GeXrTRz9YxJNMXYirnwBwSQxsDONu0BEU2CqT6Xl5SkeOf5pnnr2CfQZu2NZTj2/KHsUM/Wz95Btxo5n4KACCIRHdN4K+QwNKfg7YfCwgrtAJKdBYrwVVus2tiRb2FR4KVPJMYrspe8g7Ns1up2BaD+5yzOQm3SawkvZPfAmrio7EdsoN5R8kkfaf8V1Fe8jlA4iizJHJvYzEhvCaXLx1SXfxyE7yLIZUThpReexgRhD00bcUXFmnNrFnaRcmdTa8mbDloedk6xb/jKD0R6WZW+gLu+cf9i/j7QfYveYkQz4zaNbmahvp9rTwOKsSiyS8cqcDIywd7wPqyjTYNNoPf4AsdgQ56/6LvtbfoHXVUxb36uoapKjgsRlq3/IGvddJNJRdF3j8KlfUd/0abTIXzm3BuzWDFY23Ykkmdh19IHZtowHWinLXwfA5NRp7LYsIrFRTJKZk22PG+MRGWBe9eX0hzpQ1BT+dAc+IDF+HPcbp/nchfcQtFaQbStjjDhvnsrlU2UyyrSZNaslurpUXG6dgcw+wqG3cTAJAh+8+35uOWcFL7/2PIlkmg3nrGddjh/l5J9JAvJwC2sXfoNtB3LQdFi3Ik5HZ5L1mX9G6R2mN/PjZ3euDsVlp9i6+0vcOP+LPD1xZPan/kgXCV8N3UMJ/nJA4eAXPondambjfBufyW3Gs/Hr/OjYblRdR9VVftTXxk/KN5LUNNobriTbbKPCm4ekJSnyldF19Ndzt1XTFPXuRDv+N7B5KV//Mcb7t5Ndex23DbfhOGiYwX1Lb2Cw/lqOTKW4snAtUTWJR/wzaAqC2Y5kl/HvMMpC4+9kbX0+24VbAMi0nJ2HEk7o/HR/igMDxntz12ozF1T/XeTM2+SKskYOjA0wGg9zZ+Mq/tp3in3jRhDML1v3YxVlrq6YNzsH/93l37KVRZVG2eORHpWyeon8UkOLD/UV0rnbGMBRM6y9zMKH1v2C3olm1lTdzND0aSwmB3azh35/C4qaYDo2Sl+gBYCUGieUmMRlMRyxOjqT4T4c4aX4t51LhbyB2sadvDH0VUq970MbrqdsqYmSIp3guE46AXmVEsEJlcwCiQJvLQXeWv7SfYAlWWX0RibZHm3BUSzQnOpnwboyNnsW4LOL5FyY4M3gEGaTSGVeMdkmFzow1qPh9IkoKUjFdepWybgy/7lNddtwK6awlc+pNyK0SgwIUQq8HtQZgIpN6mhpyKwU0DUIDhoo7cqX+cHTd7G15UlqChaxvvEqesdb2dryJLfedTFvPNaCVfPiyhfp3aWQiurIFiOv5u2iawKdW4xFKDGtUrHBRMkKE1ZfDe7kpZyePsmirEUsz1n9jrarWppC7KwvupHe9AQhQeOU1zU7HqquEkpN80LfU5xXdDEv9hm5MBmWLGq89RQ5DRBRlSSRqS5EyczGJoEXD+eS6w0TzXiQrx7bQoYlm28t+wH1PiPyYd/4a/yp2yhfPJUeoi92lHhKYEnGRczPrsT7thySiUR0rr26Rl+4h+FogMl4H9PJQXJt5ewfj/LioKHNX1hUR8h7NSs9bbS1/ZX1pk0MSjHUmQGRJSudI9tp7X4OAFE0UV1yHhPJBImxw0yFjOuU5K8mL2sBTlsOkbgRopSXtYCxqTMAZPvmMeY3arHYLIbPx+2bh8nXhN2Rzw0Nd+MyZ3BQ7eXcuvXI7XsRc+sZHmzkaHshkgiVm2S+nreb6MFf4LDnkMi7l5p8B+7mT2C/4D+xuauYTEQJphLcWbmELMVBuupaLnBfR4FnhILYsyR65kx4yshJilYOcPXqAUR7JkGtmGrPIfSWh9EKljIY81Fb9Q3a+76NKEosmfdF9h79IlaLh8z+09R5S+jiGAAes4+hYQ93/LCdZEohL8OMfzrCI68FOdj9Ek/9eQNmSUKZ8cpbRYnwwEGspWv4azLOd9QpRnteIeI/g8VVQGHjtfQe+S2akqRg0e1oewymAOLToCTR82oxB/oQD/9l9nkym5+lI+smis0reOpUmvPKm7GuuBVdTRLKXUZw6ijTC37AhJpBoThEvnaaNYVh5ueEaCw422w1EtFmgQXglTaF86veyZD8ljT6cnlk4/VE0ylUTWP/2MBZv7cFJxiMBt/Bc/fvKv+W4OJwi6y5yEIqqWOxCrMO5ERMw5cjEp7WSKcgMq1RUJZP6/CbjIW6UbU0ezofJ9tVRp6nihNDW7hswefPMrGYRBM5niqO9r+IKMhkmpdy4OnkjElIxNG6nqWN15BrKSGaEjn0Usoou7zGRNdRI9IqMKKRUZzEm+EikIxyamqYk1ODzPMVUeXO4ZdnjDKy+ye7yJ7nIL+1mh+EjjOaMJzRneEQ1wzPp6DUjMUKvS0KnhwRm0v4hxPv7SIhsmFkJYkOw+E70gVFt+uUrzfRs9MoE1250Ux2rYR6MYSGVCSTwMkDfWw/8RTV+Qv5yUe2Ic/UsSnJruOhLd/gtz//A5/6+KexukWqNpuITmo4MkWceVBzkYlEUMfqEZCtf1drRwHPTD2eBsf8Wf/Ku0mVo4rA6S34Ay/hAgoWf4AtkpWEmqDSVUM0HabOO48z0ycZCPfz8YbPklQTLM9ZcxawdDX/nq5jv0cQZCrXfgFv+TGyXfls7Tac+4HkBDuH35gFl9HYnO+hwFHEUDCOMPkRHmp2UJaV5GPniOR5JGLpFJcU13N6eoyEqnB+YT4d009xQfENvDn8CmmWc3TyJIuz8lmZU0ogFqDWFCMmWxlXm1CmHyXLuQnV34cgiOi6hsXsJBQbmesvLY3ZkoEqe2eBBWByqo2q4s1UFG8ikQoiiWamwwMsqLmN4tzlJNNhNq/8Jg57NlaTm8noNFu1CvaM+ckLxvlUWQE9/W+wquIqHj35YxpWb6DO8TGO7jR2eaoGFXo/gYPfA3SURBCX82Fips+jxqaoSYbxxCv4Ts4qbG6JlmPZ+DNMnGo1wrR7Bis5b95GfDUOosefAEAoPZ+4azH51QZZpzWoMT4248eZOMX6c1pon1hAgfdJSktMZPhS6KioWhpdgBXDMVw5VxAlRVXcws3f/gXptML9d1Swdp6HZFrngacGeHl/G489eYh7b5zHLyanMAsCH/OYSHccwtt4HfdIAunBLUT8BhAnw8PE/d1U5p/LvvJVSFNjlMZn7NWSiZHUCPuHX2B5+Y2U+opmw5GFjCJy3BJ/O6Pw9cXjFD5/D4kZO7CjopeBJZ/npwcNBgZJqOSbKxv4eL6K3VqMyXS2rdVtMf7eCiKoyxb/2/fbZ7Hhs9h4rucUxU4Po/Ew/kSM6yub2D7YhUN+75TV+LcEFzDK/trexvIbC6uoikGJUlwlE/SrhlkJEBBxWjPYdvq3AIyFOsn3VJNMx4gmp9nc+HE6x/bjseUyGR3AYc2hquSjFHuymY6Oo6lzMfF6WqLBfDuRIddszomuw0CrgidbZHpMIzqls6/1VUorcuhXM9DQ2Zhfz5bhU9R7z3bsjkei2KIKo4k4l2WXUq56EaxgzYSOg2lWXG5GECE4riGZwJ3930eCrMyqZmTSwluZmumoUUSsdI2JzCoJUQZnjnGd6QGVQI9KVqXMJK1ousa6xitngQVgY9O1PLTlG3SNthAaVvEUC2iKQN8eBZMdchpkhg4bJr6qzSbcBQLZ9RITp1WsHoHsun/sH/InJvAnJsmx5TGZmGAk0osWGpwb1+NP8MOLf0lET+KQHcSUKBcWX0koPU2mNYccSyayfLadORYaoOvY72fGRmG45THef9536Ai3n3WcwzTnXF2eu4YX+58mPcO+kM25HJ00Fs3eSYGWQZU8j8TW4Q6+d3wbt9fMR9EGOTz+HGXueagIeK2LeKHf2FHsGx/k9soFZCpHGDv1cyTRzMKF91C+7Iu8cuIhas11nFP/KfypYYrzVhCMDjE8fgRNUygqOIcjWimJaJJ1de8jkfCTTBsJfYlkkM7+LcQShi9KEs0U5y1n3/Gfzn6+5ryHyPRVoWVfzZ7TWwEYTURpDsVo67yPzSu/xZ2rf8x0KMV4Vz6gklsyheTpJ22JI4gS+oyDTVEi5BYkUZZcwVQ8RveAhf6hXDJ8Og6nhKK8PWMe0s56OuLLMK26jVz3BMFkJgPtJqJxhfJyGY9HRJy3hEj4UjSXm+EjX8Inmihd+yWyajeiJaNsWv41dh65nyG7SoWlkoUHn0VPxZhe9EFazvSxZp6bdU1eAKxmgU9dWcjfDvh5detWrqrezoOLbyMZHiPRuoP44jvZFstHDia5UDp74ZUQ0YZbiddexAPxXj61/mNkxUOYMnwc7jFKDhwbfImq+e9DnhpGSceIOayMhNPU5UicjGYgL/okuYd+COho4XEmw3NsD6oO42oGi1zv7sTPc0l8bZOV/f0qLgusL3/35VbRVI77R4goKRq9uWTZHDjNZv7ae4pFmQVUujMQdYEvLd5Env1/HjDwvyX/tuDy99LfodHZMpNr4VdoWiXjdIucHt7F1tO/pjZvzdknCAJOaxYuaxZTsRH80UEGp1oRBYmynPWEBCu7Tt2PWbJx7rKfMnqoHFGC8tVheva5ySo+K/wdu0cgEjBeNHtGErNVIuC38WLgGAenu5EEkatKF1Nsz6TCmU13ZIJsq5NGcxn+Xpl7VyzEdNRDImAApnepTEBQcGaIrL/JQnRKx50l4subW6hD0z0M9b+JIIgUlW7C6TbCUMt9mQjLE3S9ZvRHXpORJCnJAp7Ct1X0TOpM92mkIzByXEEbMzSunrFTZ3XVW5+9jmxceSJdW9MIImTVSIgSjDTPRYB1b0+jKTrxgE7ZOhM5DRKunHcHl55QJ984/HkGo300ZSzm2oqb2T6xg+vqrmT4pGHjLq2/nuqMRsS/y+KMR0boPPxb2kcOUVR7FWWNNyKbjfh+SbYhyTZUxdgJ2p0FVHhrKfFUkVSTPNPzJ+q9TWwqvHD2estyVvPTNY8wlQogCTKHes5eNM0zikwkqXBp7gp6p2N0x1Q+XHcvKVWmJ9hPvs0GTM2eU2ZO0jn4CgCqlmKi/2WWln6fkclmhvRDMAqSZGF+7Q20dj1HbeklZGfUYjH7yFMlIoEjHD/zpDGGmU1UVZ+HIAjUll9CMhlC1VLkZc1nIjBX917VUkRio+RmNpDhPHuhsYgzheli49S7L0VOqOzpSHDOucO8OPJdmkyFxPoECtZ+lrFDv0NHI1m1huDA04x2Pgc8R17+ucQz72XCbyE7W0CSBaxWSCQgOxvGpt2cPqMCNjIzS7DZRAYHFU6eVLj5kiFEJcrOE/kUZN+G0nIzuppEBfr3/hcuTx6xrb/AExzhsvO+SjjQRd/QUWwXf55uTeTMRGxmLM5WsEyysaMXSNFw5R/RtBQ/6gsTKF9EZyDFhx1pHhzxcGH9MgrMZgLDh3DmNGDPbaK57DL+0DnIqvxGdqBykS/JyPCTswEG5flrCathYlaFlBZEme4nkePj9VYFkPmb5XK+0TSBt/VxtJrl2FNDCBSiY4QzOya3ERmrxpnbQO+URiytU+YTsc+QydbnSNT/g/fjLXmlv43/bDY419bklvL1JZtZnVPKXY1r2DrUSa0nm+sq5+N5Dznz4T0ELurfaVCJmE5SD3Ji6A2iqWmGps8wv+h8Tg1vJ99dS6F9OfMbruH1tvupyV3JsrIrCUSH8NrzSImZZMgTjGspFC3F1uCnOO/CLzIUPEXSM4/UkpOciQZYes5djLc5MdsECqokkFW6h07h8kmM7N/MdETi0vJKhOzXOBDsQEBgQVYJP8kuYzA2Ra7Ngyvm4ZAtgc+fQW9gLkkyNqWz/HILnpmtcpZRPYB0Osb0zNb+9PFHGB02aLsnRo+yauP3Z7V4e0kH+Zum0FUTuVW5yJZ3sqXKFoGCRTI9OwyEXL1xCY27Gnjz5NOUZteyaf719Iyd4mev/AcAt970fhJBHSVh7NYkMyTDOha3QHwmqdXqEZjq0YiMGX8WJ/8QXA6N72Uw2gfAicBRNhacR1+khyfUNJcs/TA+s4+Kog3vABaA0Z5tDLYbYbcdh3+OK6OKnJK1jHS9RtDfTu2KTzPS8QoWRxaVCz+EIIiYBJEryq/nopIrMEvvzGCu9s4FLFiE04jWp4mloNy6noXFpUSTOtMjVXR0gd2ss2leIZWuTEaHtzPe/QeczmI+V30xD3Z0sTCzAIfZhSia0GZ2Q25nITaLj+VNH+Xgyd/gc5WxpOED+Ke68XmqsFpc7Dn2Y1Q1yYKam5icPDb3vP4TuF1FaJpCSd5qdrR/D1VN0jeyl0W1N8+a2By2HDI8Bgv38rwiPt24jqd6WqhzOciJHCUk2yjMXQxATo7Epo0WTk/1UmfJpenoXvR4kBSvkLHxE+zXBlhoXc1Yz8dm2xEe2Upu+cdIK9nUF+iEQia8y5Ooego96SKVEjCZIJ0Gvx9qa4xFdHPtcZQ/34OejrNs3vXEM65j/G0cSDoaU6PHkAqrCPucBJtfJJ51FyH7zURDAX4x/hKhdJzyimJ2nxyktS9KQ6kDXdd55NVRVE1nda1GKjqBp2QFhYEzvDQ4xK1FXsrS3eRYF3LC7ydrcC8mexah8VP0527i148/z44n/8KW6WnsJSVYbr6QD65YR5G5EFGUKc7fQNuWr0DOKpqzvkZ/3INlysjxAggmBaaarsTmDDPS8Vfc0st8cflPGJxKkk8vphMPMCHdzPFoMffvEVE0uKBa4sPLLLMA89/JMz1zrNV7xvoYjAaZl5HHrTWLuLVm0T85899b3jPgUlgu03VCITytk5ErUlYnoxFDFGREQWIs1EU8FeKKhvuYOLqA/uNWQjkqWo7Czo4/sLDoUqwmOx5bLuFEH4VmAU/FtRwfeJV4OoRiGae2bD5nRnZwZCYvxiy4yBc/SWBYY7hdpXJFGk/lKPEz80lFZkoQ91hZltPIATqodxRR5PARDWo4eqyEVR13Nay7wUbYrzJwMjm7E8oqESmskFAPxNBG0ohlZvRGkdZjv6bt1B8Bgaq665DHbShKnInRI6TTUWTZSiIeYP+bnyURN5LyBibLOffSRzGZHe/ot9wGyUhI1XQcORr3fnYtn/xMB49s+08e2fafs8f9+Mc/ZtHyJqLjGhaXgNkp4CkUSEXBniUyctzYvWRWSrQ+n3rHfd5N7Kaz2+OzZPHtZQ9ydPIgcZObuswVZDjy3/VcNR0/67OmJJgea2Fy8AATg3tJxvzEbZdweNthXFs/w/vu+DrF5SuMcXsXYHm7JJQ4j3X+nEMTewFYknWA800P0D1u5oDB7E4sJSCEi7Glezh09D5AJxQdotaSyb2NV/HUQCtfOtnM9xd/hZG+53A7ClnS+AFEUWJ+7U2YZBttvS/TPbQTn7uc4YnDJFLBWSf/8fbHWdH0cSanjXyeDE8lkegowxPNxMISz/6xm9MtIQRR4KKL7Vx9wzWYLSkqi8/F6Sxi90gfo/EIy7JKubZ8AfH4KFPBPFwLbge1kr37kqRSkJ0tUl2SxdgpGf0tnwNgD4Yoc99NeMqEPWsFoWHDV+XMasKZbWOJx0/yzOMIkdNYFn6bV/dkoesgigr19TKnTilkZwlEojoul0DG4OPoM2MmTTYzOvE+XI1fJ9b6bQTJRNaCj9O397uIkoXCxR/E797M4WbDMS0I2Vy7ZC0BrRXrRV7u+cUAH/5BG/PKHATCCkOTSYoLs9Fv/TKPB81ceOY1Vk714a1eyCIpwPiO+/hU1U1YslcgTXiJjh7Hv/Jb3PbZbzOxbTuSKJDlkBk7OMo9hw7huKaMa5qMgAjVd5SyC77MrqlaXjzjQRTgguo5cMmyC0wkLJTJHnJLNyLaMrDZJ5B2GaHiOhBXIjx3RkPRjB3Xax0q51Vp/+2O5S2Zn5HH6WnD3OoxWd5RxfS9Ku8ZcPFmi2y+3ko8aiRWWu0imp5Pia8RSZRJpqMUexcxvHch0YCxuEgmjcaCDRTEasjz1BNTY5wa3kYoPsFYqAsBkcsX3kO2uwzZVsPJwAQxy0Lc9qNE4uMUZlUxwA+xFWXinbgAf28OlbnrmDZZgDlTUZk9i0+br2SlqxZN1WneHmdsxvw/2BZn/fV2sopk1lwjMN6vYnMKFNZIqMdipH5tAAQCiHfZZ4AFQGd4YCfezHomx45SXnMlFosRQ6+qSZKJuYUiHp9AVVOYOHsxTyd0zrySYrrPeFFy6iUWVd3Cg9/dx849ASYDxVSUreWOT32QxsZGon6V7h0pZqxN6Mtkai80+jKzwpgqybBG3nyJ8VaVrGqJrH9SCG117jn0lXVxaHI/5+ZfwNLsldhNDpoy/3ttLKd0PUOdLxML9pNTsg5f3mJC/jPomkLAP8b9D01yuOXbs8ff99Mt/OHRP3L11Tf8k6saEkmHaZ48OPu52X+IiBLGLGeddZzHJqGqKd7OQhpOBWmPTtERMnwiX+sY4tlzf4IrraCPDKAOH2fCE5sNJx4PnKa+4gp0TcPyNh+QJFnQgGULPkMiNkwsPkHX4DYiQSsfvfvn+CdDWKwimqbzu1++xCsv7eTJp39ESf4qtgx185XDhq/FbTLzs9UXUJdRhNdVRCKhs3tPgrExjcJCmeEhlYxEI5XFaZLN29EVwxxk8uZQkOWir08lon2C3Or5oCu4PUVIZpH4xOtEe54GwD86ja4bfaNp4LAqrGmaYCKZhyQK+Lw6wlTWbC/pedUk4wmau9dRVfokmiYhRXrRNQVVU1DiEmkxk9oaCZNZ4NQpBSltJsOks6jOxA8/XsVDr47Q0h3FZjVzxTllfPg8F3Fvij8NjXBOXgxLfJzlljYm218GIFcbQRh5Ce+Cm5ju38Ozx3uZ2LadhYV2Hr6hggKPmYP9EW75Uxdfermfi+s82EwiuslKbKKNmGCErGs6HB9R+ehSAQQRh0lCTXj4Q/p6KpwR5mkSORMqZevvYeLMSwi+QgbSI+TZY1yaJ1A8NU3EYcMj5AP/GrjcUr2IbJuTYCrOOfkV5NvdnPCPEFXS1Htz8FjeW+awt+Q9Ay4AdpfI2/1ZoiCytOJKSkI9iIJEtquMXk3l6I4UVjsUzB/l8daH0NE5J2Mdu04+wILiC+kYM7LldTT6AycoL7iYu3e/Tk/EWLBvK/8I5cn9vNH+IEnFCEtdkBNgfuZ/cOJ1hYwCndxyiUhAo7BWIjmewcbaXLJzZUamo0y9LYIwNAaxqIrFJpNdIpFdMjfhUhNzAIUOQkDEYvWRnCFqdHnKqK6/Ca3xJnLyliOKxnDZHbksXP5Zmg/cjyCI1DXdRufpJ/Fl1pJfvG72uFRYnwUWMEKSc/IKcNhlLjovh8rSj2EKXE9jo6EpKXFmgeWt43VdPyvCJa0PYak9SFm9nfzC1Vj/vkLj20QKTzC/7QjzJRumyBH0gkvA9M7d1buJO7OGFZf8lnRiCqszD5PFhSDUExg+wo8f7edwyzRLGt1sXpXB0HiSp18b46abbuXwgXyaFq4nPNVFOhnG6a3AbD07Fd9t9nJB8eW83G8wMVxQfBkes5fMbJHb15o5NhxG8vYRMKeIyEXMq7mFk+1/wmRyEvWtxiyKXFk6D0XXsAgS8p6tqAE/6sEdACSu2XDW/RQ1gcddgsXkNMowKGEaKq5gSMhFi/VR7athTEtRU3oxP/7em/gnQ1x6fT6bLslBU+GFJ4bZ+foE3/rPL/OXxzZzenpi9tqhdIqW4RZqvHkIgkhXl8LIiE5VpczhI8oMhZLK+rXVuBZdgikeQ7dYGU8MUl8mY7HAy69k0dV/JSWFSaqcfeza5eSi/MBcf5nGEISqmZ0LFOap2F69B1fdXewfXIjFIqBVrKavp43H3mimf98+iosHKa29hzNdJVSUxrHEd6I7shElCyPauRw+brTLbIb58yUstgksJg/OinNZwVZW1LvJW/whYhOthAYPgq4yqKa4w6cS3vcDwoDVW4bJnoW3ZBXjp/6KpiSQrR4kk42unYY5+SubCynwGI7+5SVOPrA0i5/uHmPfhJnNTQXoTZsYa/4NFY3ZZFovxZ+QyLZEWTL9MrZ0BGf1RsRoBku6hxHTKta2cYTzKrEsvI6Icz1jE0eYHvw5l+e3U/TXKG+Rl5myBMh+96Tbv5c8u4v31ximzMl4lD+0H+FXrfvRgfMKq7l34TlnlUh+r8h7ClzeTURBIs9TNfu5vF6msNyImNraums2BDmuikiiGVEQkUUzimaYdmRzAU92npoFFoDuhJ0PlV7M8cHXZr/zp9owZ+jo84L0ECc/nUFhjp2iJgmPz4w4swBrsoa5IkXqlNUgg2zUsDjmFvi3i1RhQZExNkE2AanKxup5P6S/61XQNarqr8Pjq3rHeYIgUll3HRZbJrHoKGdaHiI1Qy+ydvNPKCheCxjruDNfIDJi9IErT8TqE3F5ynE7F6GPbcD0NuZWW4ZIZpU0S1JZsFg6C1gS8SkO7Pwq/gkjb6h+/odoWnLnPxybyaEDRKbmQm2nRo/hcBf9w+Pf0T+yBb+/jYmh/WTmL8WTXY/oXcPe5iA1ZXa++alKxJmM57wsMw881Mf3v/VxHvzJ7zn6+mfR1CT5FefTsOZezNa5zGmzZObDdZ9kUdZydHSWZC2fNaWtrzFxLHWKRzqN5L7n+h18ou5ckloBAU2iN6iiMUrrtEFieWVRPdLwIGpP2+z1s04OUlq5hr6RPVjNHgqyFxEIdnOi4ymyvFXYLBm09b1OUe0nOdnyB6yF59A9tINMTw1bXttHboGF8y7PNfpehituLuDwngDNB/0oaoLytzny7bIJMdZNMhUhHHKybbtRDygU0me5+QBicROj3c/PRolVLPww0xGVjmQbG2rb0IIR5MAh/No3Sach5NqEy/w3tFQEX2Q3l160lmBEJjNDpLhYRrnpR5gnznB52XHs+Qv4w2/28PF7n0RVNcDwGVotf+ZXv3iMRfM24DiVRrdUI9dt4M3eObNlKgU5GVEmEHHH/JgzqygtWoEggsnqQxAETFYX5owaQnIW5elRUvkLCY8cIzHdS9HyjzJ85GG0mR3ZWMsTZNVegjhkKJAuy9nBAS6LodwFytbxyurrWNj+E0BAPvUDPtuUJCplUqmPIW7/HYqmEDzwFO4r/gu7PwTDCTBLRGvc/Gx/iv0DbmAjH1q4kJyIH5Tw7H20cUMpHQ5ppDUocgtnVUD9exmdOE40NsGk4GPLUOfsLvCNoQ5uqVpIQ8b/gcu/hZhn8jAyrZWz30UTk9RW3s3g6FOsqbmVeDKMJmfyRsBLhj2O22QmlDYAp9GXi5bOpjZjM22BLYajPvt62qVR7gu+iarrzHNnc1leDd86fIIip5s7G5dQ5cnAZ7Egzx/BW2Fi4YgX+xtxhK4EytVepBwZYWaCpdNR4vmTWD/vQwxIKIVxWoZ+wkD3a+QXrWf+0k9itWe98+FmRBQlQtPdREL9s8ACEA3Phfma7SLzrrIw3qqi6+ArFfGWlGOR/kTfLg3RLlC01PS24wXKNk8iV21H05JM6Sru4AW4PWUAxGPjs8ACMND7Og0LPoL0D2LvTRbX330+ewehKknCgQ5EyYwro/odOQCD7S9wZv8PjbbZMlh52e8ZGYui6zpLGt2zwAKwdJ4BHj29w0yPn0Sb8W2MdL9Ocf3VZBYsO+vabouXjYXnv6PNuq5zeHJu6zmZiNIWmmICF9tGO7mwqJZXB+eAZOdEHx+zWXFm5aKHjXGwTgTZdPXnaMtZTFz28F+DCXItVVzUdBenT/4MWbIwr+mTJBPDWM0eHPYcNC3NmP8kiqJhs58N6rIsYLaICLodn7uUjdYY0coCxuJR8sUQztQQA6OHENR56LrR56oKTqdAJKIjiVBUZMVa9AOGO1/B4iimM3oxf348waK6PIra/hMh0I4uytjnG4vxjtZGmmoeojQ3wrRcRPtJgcxMHU3VcLlU1MlTdLzxZdA1LNW3cud/fBurxcN11/+I8opVtJ56lWefvYdP3v0JvvmtM5w3/1JyT9xJevAECy5eQM+QEfmXkSFwmjD5o/sInXmSsGQmb8HNjDQ/CrpGRuVmJIub9HQvtfYwI81/wFWwGGfuPGKBbmR7JrI9E96yLosyuq6xpFzkaeDne8b45TXlyJLAZDTNY0cnscgCi3JEtitwNP/DbC4PktP8AB4mME8dQ9JcsyCsJyMo4y2kizowVdaiiWGGlFL2D3hnx+fN/kwuW+ZE8UxAMAECSBU+9vYpfH9nEkWDO5aZubROngWYcX8rfYM7MJkduB0FvLH7i+i6istZzIWVn6AjaJhdHbIJ93uAXv/d5D0PLkG/hpLW8WSKyH8XneFJrmJz3gNE9AGyhHKaRRlP0Rew2DUGtDgHAlFOTE0gTvVyWVkVJkEirWsk1TQ7+/xUjn2W4pzLkAU7pr46WvKPo86og8UeN/e37kXVdfoiITwmC59fuIKftL7BaDSCS87mRVnhmgsqWDGaRfpHEyg+CdMNXlK5YZr33c9g3xYys+ezbO03CE530Xn6SVzuUkRJZv/Or5JftIbymiswm989tt3rqyERG0eSLKhqEkmy4susP+sYR6ZE+bqzbb+5dVYyK3REmbMW6HQ6xvHm7zE2ZDi6c/KXY7Y4ZsHFas/Cm1HLdMBYXAuKN/xDYAHILdtEMubHP3yQ/IrzySpcMfubqqboOv4wXUd/C4LI/HO+SWH1xYRTaXrDUVwmmamRY7PHp+IB4pExSkuNRMqTHZGzTHYnOww+rJKSYqS35TsIgoxs/icMlX8ngiBwSXHDrIO1xpNNW3CCYCrBl2pXkW+yMRyZpmVm53JOThn2U+0IDifCinMQzBakxavxpwPsPf5TTLKNi6s+zqjgIOSswTPv6xSluzh+/IdomsLyeR8lHB2lsfIqY1FcluDwwTN0tIapbjDG/fDeKaYDaa6+dhWIMm3hEMWePMrEkyipKNPpGK3dz+C0HqWx8aOcOiXT369y4YUWlBmQycuVCA7ZyHQUk9AzGQtY0DQ40mqlvPxmnIFvkF7yXUYmLcyfL5JM6GimIoYSOsPDGi6nwNGZkPTOzjRN3qOgq5hsGTz11NOkFY0rr/46ixZfA8DqNbfj9/exZcsPGBl5g0Pey7m0cAn07UFLRmhokFEVnXQa1LSOdXg3ScCRVcNU19ZZ7qdA1xay669ksu0l3EXLcRUsJjx8lKI1n8aLgNmeTcnKT9CnxklFJ/GVncN467OsnedhUV0BL5wapnnoFPW5Nvb2hokkNT69oYiDNZt5vt+gVjkkCHxn48/pVfwoWavI8r8tVF8QEb0FpAZ/R3q+GUXQcTkkXGYIz8S11Lo11KODiJeXIOgiUqaPZKmP376YmKX4/82hFEsKJYo8AuHoKK/u+Cyx+DiCIFJbcTn6TLmEcGSAIjXAhcU1JFWVK0obKHJ6/+X5++8k72lwGehU2P1SEk2FxuUm5q00zQKMquiYZBlndDWWFExr0/zRb9R+ccgmriyrYnmOh7bpAClNJamoTKRj1PmyeLr7DHkmF+X2AiJHFiPKsOpKC+WaB2aUWkFgFmgAxuNROoJjvDLQwjk5K3h90Ji483yZLNliARX0MYX0X4MErj7DYN8W7M58PL4q9mz7LN6MWvIKV2OzZ9PdbvgCxkcOYLH5cFgLGOjbgiiJVNZfh8tt2HILStYhyRYychagpmNkZM8jM9vISE/E/EyMNyNJZrLzlr0je1g2v3OLnkoGGRvaN/vZP36cotJNs59ttkxWnnMfY8P7kE0OCorX/dPxMQsWyuUFlOfWI3pLEOU5DSweGjaABUDXaD/8c+yF63iwpZfXB0axSiLfnP9B6DPi/+2eEuzuQrJcBVx44YW8+uqrPPBQL5tXZTI4luRPL44gigKf/8pPyS2rIBEdIzLdQ0n9dXiyav9pO9+S/sgU+8f7yDGb+Er9EvyxOHu27ufZF1+g1uxg2mtnc3E2X1m1nterFzCFxkVFdVgb1qBHwgguD4LV6Gd1ZBxJNDOv9jYEs5l0x68QQzVUF13AoQN/mL3nwNhBUqkI/qBRNuL2j13EsaOd/Oy7ndQ0ulDSGl1tUWx2C42rhjnWt4eu7qfRlSgVpRchaGmcjlxS6QiZvnzC0Ue56JJLyckqxe5I0zyyg9ZAD0XJUvRtPyYdMUBzSUOCvslr0HSI5jaQ0XgFp4JL6R3QaGw0di8ul4DPZ4TKt52ZozEZnwBr3QaS/pMkpzoIJg0QzMurO6s/3/oci/rJzlQQhgMIi29lNF5Ea+ucv7Ewz0wqZwmEhlASQUzOXBJB40WTzE7UlKE4hAYPklVzEVHZSnKqBzmZIik58M67nIYrf016sp/p7m1Isg2718cTP/0Q3/vRozy55SivtwUpzM3k3uU+7thQyf36nAKi6DoR0Uwq1EaLtJg/J4r5+DmfxRkZw55XRWbNJpwX5TM9coSR0acQ/S18edMfOThmxa2mWds/iH5gED2twc3FmGuqMKk6bqvAWFhhsnUHanCIluL5FG5cRSIxRWyG3kfXNWRpzuQlijLzcmupMBeS73Dhs7w3are8m7xnwUXTdFr2pHiLSPTUwTQltRIZM+F/vW0K+181VAunV2DZEi9LxDyaJ8YwiSJlLh9RJc25haVoQEdwiouKKwCdUCpJMJXkMedu7rp8NS67id9PNFPscnP3vKUEkglW5BbgkE081X0GuyyzuaicsXiSMkcWU2+r2W5Sxbf4HgHQQyrSjH0/J2/ZLJCEg71U1l5HOj1Xg0QQRDwTlVj+5qRWuJHxVUfpbH2CRSvvAUBVEiTiAdLJIBZbFm6vYQZMJoJ0nP4LY8MH8GZUMjq0n6LSTeTkL/2nfWq2eCks2cBQv0Ffk523BF9201nHuL1luL1lZ4/FeB/awEkEVxZi5RKEGWI99dBulBf+/NaJmD/+JcQsg4pEMtmQTU6Umee1OwvpDCV5fcCoY5BQNbZNqtx5wU9Ixibw5S7A7ioA4OGHH+biiy9m+4Fmth8wgh8sFguPPPIQi5cahJQNqz//T5/172U6GeNrh1+lPzrNV5xhtBOP8+OfdtLSbrRv38zfbwtzeEFVWWM2c5seIKqkmD9vA0gSiHM7RK+7hDULP0UAN63N30bTFYKRAYqzF1BffjkI0D+yF6c9m9yiTUxMnUGSTORmzuOZZ5dx12c+TNtJw4Zf35TBf9x7O/klIp1tDzHuNyoyakoEuzWDgVHDvzA6eYLl8z5KKLGDXPECjo+e4jeH7gVAQOAD1VciNz83018uVlXJOGygJ/Noy7oHwQ+gcuqUgiBAQ72AySRw+rRKfr5IpEtFkmDxYpmdzU2YLb9iyapu6lN74LEtHDn8JFVVhr9P0zSOHDE4u9ye+dRWagyYPo3irSEcseB2K4RCUFYmYVXtjBVeQV1eE3Zl2shZsnlRk2F8pevo3fPgbL9aPMXkzrseRyKFdvgl0odeJRZPYFt2PXJ2Oa2pCzhhX0KhWaBMiPKxB5ayKmkmFI1SmZPDqeFe/ijoFLm9mCf9pDSNVTk5ZJsS9HkWUyu62DMywqfCZgptVXwnswxt5wDC80P4yMOx+T/oif2WgnQzty1aj7p1AK1vEuqyIamgjxovezw2xLmmg/zpK5/DP9wLwCW/hZUrV/KnPz9MScE6+od3AZDpq2b98i8Tjo6Qk7UQq7uKfIsdiyQTTCbwJ6NkWhzvuaix9yy4CAI43AKhKZ3yehlJ1pma0DBbwOmRGO6eW9Ej0zrphMAXF66ieXKMlKYRU9IomsbesSGCKQMMhmPGQvLVxWs5PT1Jvt3JoOznJ8cOEVWMBJWLiyv5xrL1tAVHyLbrfG7BIqyilZ+dOkowleTGyiY8Fplj/gnSmsawc5rUBS7Mr1nALKBdpJOZ00hd020kE4GznklWrBR41+N3thCNDFFZdD3mxx0Q0hCAnMhiYlcZi6+mpTnd8hBnTjwCQEXN1YiijMdbQfP++wlOdVBadRlDfVuJRobpaX+edef9hHQ6ghhrJDbmxuIUEDNPMDG+E6enlJLy81m08h7yClej6wrZ+cvxeMv5Z6L5h0g//FkIGNxd8k3fRFpo+DK0zrnMckLT6FOTMAMuNmcui8//AV3HHsZk8VC54P0MiSYkQZjdEebabeSUvJOnLC8vj0OHDvHqq69y+PBhMjIyuOGGG8jJefd65f+KTCZinJoeY7EvG3Hkbzzz+jgt7RG8K5oovOUSBFFg6M+vsG/vcb6/v4VrLrmSbM2BjEDqLw+hnzyMOH8Z8uU3I7q9uB15mCQbyZQyW+PG5y5nZOIo3UNvArC04UOMT52ho/91EslpgpEB3PYCNp93Nd/84SZGx/oQRYGK0mXE4p1kuC9gdHLO52WzePFPzwVMhCKDKMkyOvv+xumuF/BWzTEU6OiEZREfYM1cyOnxcxkYNNpVXCxiyYS4ZCz24bBGUZHE6dMKui4Ri+lEIzr19TI5OQK7d6dRZ16vZqGMCxbvpqqsgL17H2Z6epjyipW0tr5OT/c+qmvOYe3qJqL+MzhzZbYelEinFUqKJRYsEDlxQmG61wxUs3TjKP27v2PMI6uX7PorMIWnyK65iMjkGdyFyzhxupuOM2eojgyxJFtDEASirz9Iwu3juLOeLx08yAU+G5cPv45jvI3frPgCp6IBnLKIEIny8mQIVdex+KN8oLaOMlOCjKm9JPsn8NjL+elwBitz81iRYadGSlBhLyX9wq7ZflQDkJq/ipah16lQdHJejoGqIzZZEKsz0LJMDI4c5IXX7+aLdx8mHFJYtymT8ioHLc1B9u/fzy0338YbW59nfLIFk+wgP3cxsmShNzzFfc3bOH7oj1xWWscNFfO5v2Unx/wjLMjI5xtLN1P4d5T+/87yHgYXgcomE75sldNHFFQFQKVuiUx5PWQXSvS3G2+Ayarz3FgrhVj5yYnDJFSFDQUl9IdDXFRcyRNdrUiCgM9i5dWBbm6sbGB5TgG3b3+Jy8trmJeRzZGJUSqsHq7yl9J/aITPBZ5gLGFUSLqyZBmpmbftia4zfLJhMb9efzGBqX4ibQ9zwOyn9OaL0PMXcljtYHlsDU1LPkkkPEQ6FWGwbytWazZ5E6txPZzPmmsfILUmhEsoR38yNvfMUcgvWA9ALDJG28lHZ38b6H2DzJxF9Ha+xPjoIQDaT/2RsqrLiHYO07DwI+zf8UUKs28hdGgpWtoAy5zlVtqGjevoukpV3bVU1l3zL4+DPtE3CywAWuehWXARa5vQWpuNHzKyEDLOZo3NLFhKZsHcbsql63x7RRN/6eynwuPk8orCf3hfSZK45JJLuOSSS97194FwFA0ocdr/JTLQLKuDhZkFDEZDSFnz2XJkH5LDRvlnbkWyGCaU8rtvIXyikz92j1BakEtFUMJjsfHivHoWmyUKjuwnUTOPREYm1sAkZfZCphimqPImBrseJzdzHmd6Xpy9Z3vfq1Q3/Qdd0Sj20FGCkQEmg+3YrRlctPZ+TnY8g6olSaWjjEwcIyNrIWWSl1MtD6DrGh5nMU5HHme6XwCgOOcSjh/NJ7/wk5weuZUqSw6yaELR0thkJzVl56PbFqBZaxl4bW6XNTqqsaTUREtXmiU1Ej6vyOiYRioF6bROSUGC/mErWjpBTrZjFlgAkimJ2OgRfvTJar79JwcHml+jtdWIsjxn/YXce/c95Cs/IN7yChnLP0t2diPDwxr9Ayr5+QLT04YiIQigxMZmr6skpklFx9EVKyVL38+kYuX6665h994Ds8fU59r43fXlVBVlM9W1BbXUaoTvKiPYuvegFC+mxpLkoqG/QDLAlPNWqpqaeLZvgCKHnTKrTEHn04TaXzcolhZex1119XzjxCDnFi6npqgELZwEt9Vw1Fsk2iuPc6zd2I13De/g8lVfwysUoB4ZRmsZQ9pcQW98G/v3DBMKKlx4RS5XXGfsuFetz+TXP+pm//79nGzpZuXKzWfNwZ0jPTT7DYLT5/tOk2d3c2zm8/HACPvG+rm24mxLwr+zvGfBJRLS2PtKktJaaQZYDElEdQa7VeoWmTCZYDKYYtg6yZuTXeSl7SRmDn5zuJ8LiivQ0Hlf9TxcJguPtB9nYaZBYhlOpzi/pIL2YIBoOsV1lXVs7s2l8q8Cpy+eYsw8V9G7MzRCts1LfySEiMCp4UGUU50UTMZZIX4cU8KCf6nKTd1Pouo63qEufrns/ZRPZbGo4ovUet6HacKBddyHYo5i2enCvbES1ZRGv8WE8qgRhSTeaCej3OAXi0ZHsNqyiMcM263dkYfLU4p//NhZ/WS1Z+N0FTMysItEfBKUDLQ0eCsimFwxUDzIsh1FiRF8W9gwgJ6Iop3egx6dRqxchJhf/Y5xELy5YLFD0gBBoWDO7i4tXQsuN0RCiOU1iJn/vJKeIAhsKs5lU3HuPz3uv5PX+kf41sFT6LrOvUvquay88L8FGK/FxtcXnc/hyUGO+XOZmv4h5hzfLLAAiGYT5twMJvtGiaoKp6bHODDRzxWljWzPdvLd4jJCSoqxgS5+rofQwjp3FjUQ9ORSsuIcbLKAdXg3iaRhyvO4iuk8+SD27JUcF6tZXLCZZVmXok2OkZNVz+L693O49WEi0TEW1N5MV9DPA90xLq38Ai5JBFOEqZFtLKp7P6JewWDPcgIBC26PB7s1G5Ocx+fW/AZ/fAiXWM7gZCHbIym6x05wYWEOk0PG619cCoKic8NGM729GsdOKGRkCDQ0SFRXgNj8IE0VRYihdlKpj7BoYQXNxxRkGeaXHSNx4gSZFoU/fv8GWg7vZUi6BtGxkerKYhqytpJKzyed+xF64xn4vFBfrROJyQRDGssWJ0kmVAqKfZitDYiyFU1JIFnceAuXMZnRwF8mhnnwfXfS2XwCz5I6PEvqiZzp5fTOZq5/Yoi/vHQ/ov8g+VYrn8x3UupwkVp2KbIzl5r+vxIbN3Z7jsM/oGbZ51g7sQdhQiLkvpKR9teNwdU1Uj37ceSu5cqycqq8RoFA0WXB/OHFKFu6wGNlIv3c7HxQlDjpUhm9OQpRQ1lTt3RTdssSRoaM0OgFi8/eacxf7OHY4SCnT59m5cqVZ/329zPUIp69PFvfI3Vc3pL3VmvfJmoalDToCIgSs74Xk0UgHtYJTasExjW6joM9K4Nzq6sYEudIByVBQESg3ptFX3iarvAUGwvKCCTjaLqORZRwmcxUuLzUeXyMxmOUBuxAgtwRG7V1ubTFDU1rdW41h8cjxNNp0n99jQcfe5z0jN+lxFnEL1Z/n42n13HT9ct4LHiQ6XSc7hPDFPwxhXyuE9tWLwCKHEFa4UBwCCQ6/ezu+TSqkmLl5/4Tt7ecSVoYatuBL7OOcLCPguJ1xGOTiKJMQckGzBYnTncRNkcu8egYhaWbMFt8LFj2aTpOGxTpSb2VvNUl9AW+TcTfQ1nFtTjShYRDffgcZ0eaqYdeRH3JqIGienMx3fELxMyCs44R8yox3f4gWvdRcGcjNa6f/U0wm5Gb/rmf5/9tmU6m+EFz26xp7f6jZ1iel0We/b+3V0uiyA9P7CChpilsqKHn8HFi3YPYK4zcnHjfCLGuQRy1pTzbc4LLSxt5ru8kKVXlaCTA1JLVTNksfDPUw1giil0285OBVuZlFfDzMycQgPvmfwHdvw9RkIgnpwhG+glG+imouosFnktx/v4hUlYbyu0fw5xfQmXRJkYnW+gd2k1ZqZvbsyMEJTcPDQQ4Py+XTbmrkF1r6dhfylRAJC8/TH7JIZzS7fyhrxdRtvK+rPP5y5s6mgZu13zKS1toMR/lvMLFJEiyos5DlsdCT4/CiRZD+fL7dSoqBErLLcTN1xPY/StUBNJmAY9dY8VymQzLaQL7PoeuKXirr2bafjNy3adg0IGmgS5I7DhzHl6fSHe3itWic1ntG5h3/B7NW06y/momTj2AWYljLfwP/qMNNsz/AhnKNE0lTUh5NXxp1+OcPnKMzuYTeFc0UvmFDyAIAjkXrcbkcTL04i7e9+fXaTzvXL4aCnHBlq+AzYO66HzGh3bNVkoF0LU0luHjaCOnkbLKsccGkUwO1LSRkyI7sxg682MumHcXp6emkHSVPKcbqSID6Y4MdF2n6vQGhieOoOsahVlLcDkKwTVnXUAAX2Y1VWUNbGGc7s4oZZVzicM9nca9iouL3zH/zimo4PDkIDbJRIHdhVWW+Hj9Cp7pOcmGggpW55X+z16G/2V5z4KL0yswf7WJUwfT1Cw0HkMQQElpTE3CxKBA+zHjRYlOSJTnF+IoBlXTGIqGubi0inybg9V5RZwYdbJD6SWcTnFhXjUHxkYYiYfJsdnZPTlCWlU5L7eYA8uCrGq2ktEs8c3M8zm1fBq300ZPMMH5hVk896vf8djvH8Gc4yV/wwrSUxEGtx/nmq23s8/+Cl7ViCSySiYKJo36F3r0bQmWCugFOvu1r2HyuykoOYdoeIgj3d+jquEGDu78CgAmk5OV59zH8YM/QJZtCKJEVf0N6CmVRHQKj7eS7NzF+Mdb8GXUUVi6EastkwM7v8rY5MtYKgQikW4AerufYnHdvbgTpTgeLUS7O4VYbGjrWvucCYLpMZgehb8DFwCxbD5i2T+u4QIwGovTG4qSZbVQ5XURTqd5oXuIuKIyEIlhlkSuriiiPuP/O5uyLAi4TTKhlKFJOmQJ8z9JXnu7JFWFuJom1+Zi+Ufez88Pf462r/6czA1LQRDwv3kYdJ38q89Fwygz7TRZsMkmLi+pp9WbTyw8Ta7Nw8rccvzJKPN8efy5qxlJEFmSVcRrgRTXOIqIqib6OY9E6QcoNfcgWdL4drwJksTQuQvYduTTAKxeeBfByAANFVdx7OQvqC27hMzEOF8vcGOzWznW8hsWr1nKoo0pTAmZ9sGfsf+kwdS8ruwafj+VRXdaQdNmCu6FRXL1bP40tZ3N86pZkpVNlscIMAmlk2f1hyBAdyjAuOyj+OLvc2Y8yOHpUQaDB7nCU894fxU5NT8hy5ugdaAeMe2kb9DQ8nJyDDbl+gaZvXuNsVhc3Im041uo6DA1iN1uRUkGUVMRRrZ/g0ULvsFvR5KAjVt9IpdnJhmIThPvN5Q438qms3ag3lVNjL24i3h/P2OJJEfiJkoB4kHMkyMkI+Nk115EMjSIpiQoqL4MzhzG0nge8cPPEC0qIWP9PSQ7X0eTZaZsZgJDh+kb2cd3hodp8rr5tH2IyvrN2LwlBmN17bU4xVxS4QhZwSJMj/YgvX8BejCJPh5FvrgGubqYb33lCR59uJwXnhoFHSqqHRw/GmT3dj+VlZVs3LjxHfOvxOnlKws3ce/BV9k2bJDcXVfexJPn3oTdZPmXzLv/TvKeBRdJEmhYZqKwQkKUBEIBleN70sTCOkoaKhrPzu0ocLg4t6oRq2xC0TRkcS5ztycYZPtwHxlWK6IAL/d3MT8jhz2jcY4+/zKjz/+NPw6PYXM6WX7ZxXz2ri9yQWEtlcUGE3Gr/wgT0UH++ruHkD0OGn74UWSnASTuBRV0P/A0v55+jNtrvsRdifNoFPKo+P4MINpFYz+sg+4UGPcepsCykengaVqP/cZoe/F6ouG5YlPpdIRoZIQNF/2W0HQ3Lncpvngdqd8HqHRfQWvjI/R1v4Qvs56iMiOU2OkupbL+RoKBDt7OiwZgHcrC+Vo+oKH1zoGLWLcatd2IRCKjEDLenWTyn4mq64xF49y79zjtwQhWSeSHaxcxHI2za3gCfyLFQMTQ/E75g/x64zJc5n9cCvYfyfHJKVomp8l32PjS0gZ+dLwdRdX4zKJaMqz/WhJakcPD5+dv4Jh/mDfiYZZ94Q46fv8M468YVCIOn5fc26/Eu2weDtnM+rwKNuZXoaOzNKuYmJLmj6FxlmUX8bt2g7ts92gP15bPRxYl3hhqR9d1NmbNp386g8cMfMcqNfDgWje2ob+Raqhn6+QTJFOG2XVv8084Z8m9RBOTVJZsZjzQylTIKMGc6a1mfu0tZGrjHG/5ET53BYI+V0VzengLTfkfxWRK8xbPlShCsdvO5z3nceKwF3/lJKaMELW+DHbH+8ivq2C8w4YrU8Wcl+D2Hc8RU9J8rukcHmvvYjweZ01eHttjncyPzaent4EFdQk8LplgTGfNahOSDMXFEmNjGoMDCrm5IqOjGqJ2Nk+bnghjL72aaWEtggDldhkwnjvfIhPoO8IPShu4K7uTPiDaPUTmhiWz58c6jYRhk88gobTzNkXNZENXEqQi48y7wShTLGsC8cKlhPsPk1xxKYdCB4nYisguv4TJ0/eRDBj3VkRjp3FiOsRAdiWetlcoXmEwRwspyNntQWuOgTSCtL4MdLDcuQLSKoLNmLvZ+bk89fTTXHfddTz12NBss/LycnnmmWeQpHfnHQsrSU5Mjc5+3jHSzccbV73ngAXew+ACRkGxjFxjkJwegXQKpsY1MvNF8sskwlM67ccUsgtEKmpNWGXj2LcDSyARIyomqPT4sIgS/RFjgjlMJnY88hi9f3gCwWzCvaCRxNAIOx7/C4ePHOHZ1/7G+VSTVBQaM7JobZ8gOh0kc9PCWWAB8K1qQJAljsdaWV5cxXKq0NM6yq1R1H1RdJuAfLMXJRTDn3mMqVg7FaYrOD4wV0d9ZHAPZVWXzz23ZMExnYe7vGIur+UnE+hdaSQkGkdvo/aOW7Hn52GeyZIfGdrD8YP/BUBR2Xlk5SwiONVBddUt+DrrgRm65oy5SS8tuwTBlYEeDSKWL0T0/evgouk6r/WP8KczfazMy6Q9aETiJVSNQ+N+JEHEZzFzKjDHLjAQiZFQVVz8z8ClbSrE3TuPklCNxeWryxr5/bnL0XUd8z94id9NZFGiwpXJf7W8CYC+sp6PXPY7tu7bTTSdIruugi8t2oyqKFRlFVDnPTs6zWOxcc+CTfyyde/sdzpQ6c7iV6f3MZ0yiNt+032aessmIDnTJzoj8TQnb/oW6XicDO3/w95fx9lV3Xv88Hvvfdxt3DUzGY17QpQEJ3gFaaFUqVHqettb6kZ7W6CFUgoUd0kghIS4T3Tc3Y7rluePM8wkBdrb+zy/51fu5fN6zR/nzD7rrLP22uuz1lc+XzuDXen671WlF7Hr6K9IpkIsrvsknb3bp9v2B7tZMed2ntn+CTRNJRAZoKr6E+RgYLB/KzZXNQFZQzDLrGjQEQylcy+69roprpCYVT/BnW0vEe+TyTbbKXe4eVluYX5jIYdjk5jkUqJyCrveQHcwxkgs3f9dQ0NsLilFECEnRySpGuntFSkqFqmqkhBFgX37UzQ1pX039fV6crJVVN0sxIZrUY89AkY7zL6C0621DAynF/OCpMpVJTJFNgNLerej3/UnQOD5VR9jboaH0Rd3oXfacM6vJnKmi/6HX0FnNDJn4/ksyMum0RBHcucjegqhdB655fMYc83nqUEbFW4jC3NsjBLj9bbfE54cwJ25gqMJD+3jcX7Y+AX6+7fh8DTyxGQGEMVpMBCRzMiJs2RdBkKoR6Y2eoqG1hNA2liOoBPh7+rQXHDBBXR3d/PQQw/R29tLdXU111xzDVbru+vr+UxW5npzOTyeDpJZk1eOVfevb7b+HfCeJpezodMLlNWeexPmrDBQPV+P3piO1/97DEXC/LRpHwIae4f7MYgSFxSWcXxilAM9XfQ8+gx6j4vZd34Dg9eDpih0/OoeJnbt596HH+LYpg1kma30RUJTeQ4C8d7RczLHE0MTaLJCRtbMQiToBfSrbOhXpU1j0cgwrz73EZbHfkLG9jrUmMqyS3/Gzu7PAODzNeJwlrEw/z+IJgdxp2bhvK8I1ZZEKzMiWCSIzYTwiIMihph9mlgA4tEZscO+rq0sWPQ9dNlmOoafIZk5SfnHr8YiZiNVz/gmBIMFqX7tu4650rIfpWUfgsWB1LAW0TujG9Y8GeSBM130hKJUexxvHc4AMIoSs9x2oskUFxbl8nRnemd38+zSdzxlpFSVlKpi0b3zdB2IxKaJBaAzGEYviu947T+DXjyXjKwmC7aqEkQ5hSpKFDl9zHZnE5dTvNBzmq7wBLNdWazQW2ke7GJfIkyONxOjpCOhyJQ7fNS5c1C0mf5NJKKUZZvZ0Z9AAyocGm2TCg+1psmmzLmei3O6iIVO4Q8PkEylF7fjbY8xu3wzJ1rT+SOzSy4hEu5H01TM5kziBbfylZZRvMZaPj7vIorsXta5CxkdMjHmTzHZq3JmCEorJZr6VXTG8ekAl6FYiJtnzSPbYiOUSnF+Rhm2qUVtlacCMXnuszXb4SLDMoDo9LH3SLoq6smTMl6PSCCg0jTlu5mY0BgcVIhGNApnQ5v2MZh/ETHVQnI0i4HhmXk71CtSVuYghzH0u+6belfDePhv/O07N7P5K7+h/8GX6H8wnQytMxi4/Pv/wccXzEf71Qf4QbuVwb5+8nOGuOJKH8eqN7Cz6yjzfNkklFJiSphD40mCmbcxx23m6T4/p8ZjrMrJJT+3ksjkGQYHXmdz9mrKXLVEVIFZMZEc6yUkX+9Eax1HWpiXJpG3Uu8zLAi2dz8Z+3w+brvttv/W3IumkozFI9zesIqmiUFMko6lWUXvyVML/C8il3eCKAlYbO9+Yw6PDdEV8mPXp81ASVXh0OgQH61q5I1XX2VPLEbuhesweNORI4IkkbP5QiZ27adz/0G6ZhVyUVE5z3e38dm6ueQvWUDfrv30/vFlMi9cRGoyRO+9LwNw4403vms/TGYva8ruRtoqgRt01SZcu0uZu+LLJJQA+TXrsDny0R3QQ2sdSCAtNCOOiqSGIkiNZpQNCnSDEIPYOj8j8cNUM/OdBoMdp7uCwGQrdmcJetnC7qYvARrDgNHhpWbBLdPXa/EI6I3TCZF/D3WkC615D7TsRbO6USUd4qoPAtAZCPNgczd6UeSKsnzeHBjlI7NL6QiEybaYMOsk/nymi6Njfj5YUchn6suJyQqlDht/Twmt/iC/PNpCfyTGrTVlbCzKedvDVuyw4jbokUSReZluGn2udx3rf4YadxZfrFvFvc37WJZZTKM3l2K7G4vOQJHNzWx3NurkOLHDu6gITTLqdvCz3tOUmHO5PdTDWCqOYfAM32pch89kI9fmJMfi4Jtz1vOtQy+jAZflr+DIcIxPNfqIJcMUmCb41amZcW4PyESKr6bX2oU9eWT6/UhsDJtvLYtsxejjkwRatzI6cJLyvNX4jQXc3Zv2TQzHI7wwEuQHRUtwm3RklEBM1njd0ksiW8BgzCTQBSWCAxEBdYr2h2IhHu88BcDu4W5+sXgTn6tbAgkJ3VA2Cz1+2qN+Ls4to0yvRxVeJqxcBMwsrqOj6lmGrzQEQWDSrxKJtxM0GMmVS+jp1vB6VQoKRHp70wt1WfYk9WOHOOjOp8TsRIj5AVC9JRgaN/KTpxdx7JlHGTy6A1fNEvIuuwq9L5sf/OFuXv/VAbS3FDOOwCMvHaD440NkrF3DzqE+XHonXmMGW3t7mUgkOBNWqfFkc3mFj6VZ2Qz1vcSx1nTQy8j4cc6r/i5WbTZZDzajpVS0lUUIbhPaQAhxfQm0TILNALKKFk4im1SGR4+iagrZvgYMBtu/NO8mE1F+3rSTV/paybc6+OHCTcxy/ePoyn93/K8ml38Gk05HXzjE1WXVtAYmSaoKDd5MXuvvpGkyvdNXkucWxlKnXvfHo+QD8lQ0yuGxYa742sd5+JNDjDy/j5HnZ5zht956K5dffvm79iM6PIzwoIoWTLel+FWkKiNFjouQCgyIvvSuUX++E1kOIs0yoSVUUs8GIaCiNidIXByg5/KXyTEsIxTrRhINnPEP8kz3YTRgjSsXvd5KYekmYpFhtITC2fbvRCqt/KfJKZS9T6HseBAhtxLdBZ9GzCx+W581/xDKnsdJx4F3oRpMMEUuj7T28FpfeqFrD4S5sDiHeEqmxGHl/tOdbCjM4eiYH4BASuavrWmpHEkQ+MPq+dR6XdPf89fmbgKJJFeVFzAUjbO1ZxCb3oDDqGO2x4koCJQ4bPx61Ry29Izwl+Yudg+OcedSHfMyPe865uf8FjmFeuoo6sggYl4RV1fWc0FBNX9tO8T3j6aLaC3JKGLjgk0oY8Moe7dji4axdDSTLUDivNWMh6KMpeKICFxWXMtf249g0un59Oxl5FgcrM4t5wn3DUzEZPb0y9RlwF1H0+KEHgHKh17lpfYo9qr5LKnOY8vgGVpDw+izZ1GePUk03ENJ2Q3sDbiotdeS3POxaXFOi6aSsehGGNw1/Zt0isL4UC/GzCwsFgtmnZ7zK4sJFMcZGtADSQbOePnY7A3ETBPYTCItU2KJkA7FH4lHuKKontdOjBF2hFjVN4f1NpUMSwrFqvHJRDbrbRMU+dwExiRyckQSCQ1/QGXWLImODgWPR0ROadRWTCAHD9BlXYecEpjTKKEo4LZFKDa2ImoKmaNPIZ7ahXL172k773ZKTz/HRNkqTmXOIaLIvDqaYHD11Xzzlo/y3c5THIv2IZ9o5sQvfolkt1F222046uoInjhBx69+Tde9f2TZ6pXMzvZiFKF/MswtRRn8qKWPzlAIm07PZ+vqcRiN9CZnUgsAhMFR8iwCckpFrMlEOz2KOhpNi1KeV4I6EUUbCIGYlnBpOv0gB5p+B0DdrOtYNOc2dP+kaN3ZaBof4pW+tARQXyTIc92nyLUuxq5/b4pWwv9xclmYkcONs+o5NDbIzVUNmHQ6jo0NU+POIDqnkR6Xk7FXd+BZPA/brHJSgSB9f3kMAPuCRkrtLhJTGWVZZgOPjfTw0LZn6XhtPzt27MBms3HNNdewatWqdz3aqn1JogND2MJn7VICKqlVSVL2Cay2HAxTPghdowXZGkc7okJEg0CajNRDMezLCyhTNyM9LOGqKwWLga+dfJEdY+mqZUfsPn5QeyORkSPkFa3Ga68nZ2wlg0M70Omt5JetB0DrOYHyXFpuQwuMomZXIG689W39FgxmzkkwioWmzYEjsfj024qmUetx4jMZ+P7B06iANDUUBlEkkpLPudafSJFKpXjkkUd4+umnaZ/wU710Ob8cmYfOZOYDlUU829lPOCXznUW1nF+YM/VZgb80dwEQSsnce7KduRnuf2pS0DQNtfUUypE9qKeOoWgquituRBvs4UXzzMZiz2g3w/4xrEf2IoYmcR49gLRgOYZDu3HKKtlZ+VSrIbx2N1v6Wqb9K989vJU/n3ctNr2RTLMdNTiGS0vy+nj63o2++Qz77vseSiztkxIlCd8HPsDYpY0IksiBkEx92dcxKiLfORogLmsszDSxOaOO8NDB9DjqzNT5Svhyg8gvj+5k5NGXuOfFbfwmFMZkNnP9hz/Mj370E4b8FsYCOgoyYVm9juEJDVcil6GBLOTSDhxn1QxxGoyUOTxE4xp9oRh/Gt9CvSsHFQ3TqMgvyy/iF4tX0RMNUjVLIUtnw2KBllaFjjcU4nGVheepdEUC5Doc1BRl0h68ADEBzc1JzrRKuBaNsz04TEWOil6R2etYw8LiBtomQhzBg63uZrYP9DM6dAy7Xs8HKyp5saebAVUiPlXSdXLfCeREksLrrsPZ2JDue0M9OVdeQc+f7qPmmV/zkdkiscarOZOxiLqEny+5SkihsShpwRpIoUyGyHPOw2rKIBIfxWerJHM0H0rSc0ew6FFHo6hWPcdXORnPSTArK5fCriRCfRYpYjSdeXB67I43P0zdrOtw2P/75SX+3jcYkVPsHurm/ILK/3Yb/274P00uNoORD1bWsjAzl/F4lHtOH6ErHMSuN/CDRStZ/ZMfcvvHPsXpr/0nhgwvqckAmixz/qWX8KvPf5UDowNMJmJcVlLAjuEjzPMUUejJx3tZFquvuoIsixW7wYisqjT7B1A1lUpnDsazTE0d953mZ0d/wp6jTVjDNi4vuZCrf7GOpv0/JBoZILfwPOYt/Rpmsw9FS3Ji/HfMtn4EXeTcvA1FSiJt0aNbaUF+IwxNcT537Ur2iu0kVYWe8AT2jEbKi2byUBau/i6hYDdGoxO7Mx1Dr8nnntS0RAQtMoly+BW0sR7EqqWESxfShoO8C7+IMzyKTqcjlVHCzq4+euMyGwtzODI6SVxRuaIsn3UFWeim/Cx7hsax6XUsz/FxdMxPudPG7sExEqpKjcdBnlHHxo0b2bZt23Qfjm3fhimvkNnf/SmPt4ncWltGsz9ERyCMoqrsHRpnJJZgpjgtGCWJXx9rocHnYlVe5juSjKZpKPt3ID/5ABiMSEvXouzaitp+BkP7aRatXM4zsbS/o9zhJRYOoI9FMAgi/s0fwr3/TZR5S1hRNY9cVwY/cHppUxPsH+2hwOoimIozkYySUhTQg3JsP67H7+N8vYHIJV/m9R2HaP2vL6OzOMjf/Cl0VifD2/7GK3/5C+tsTpbc8CGKbdkU2R3s6I8Ql9Mnzf0jKqtqP4LbM5scsxVH/nL0BiubS2bzuzu+QcsTz6J3O/GsXEikpZO7776bo03NrL/+OQRRpCRXZDygISsa7f2gabAwuwjRqOeT1XZUFJZmFZJndnO6U8YjOZhlz+SoP+1k/nrjeew4kuL1Q2asZjPzNpjwetMGzbpaAXeGyin/BH8cbmZ9QSE1xdnsHGznawdfQtFULquop4IKfnomHVH3EnBJcQnPDg/zisXNKpcNu6pg0xsYjac3KqFUis5QiNluD1kOO5kmGyPxMEo0/X+Dz3vOvTX60uUqoiM9UJmN+eADNKxzYJos5MLDE1CsEPM6eaani1ggxsIxkYvrf0m4tQ3rgBlbSTHK6dG0j8VjBoPEnk1uvu7fj9YN2UYrvxSqyNveibZHx4Xz7+S5jjtIpcJkZy0hKpgwKQoGSaJ/aD/tPa9is2RRUXwBJpObjp6tDIw04XRXkZ17HnO9uVxfMYeX+1opsbvxGszEFZmJeBSP6b0pXvl/mlwA7HoDczOy0TQNu8HA6clxCm0O5vpyWXzzJ0ja7fz4pz8j2tWDuSiPJZddwtP/+VMMej0/a9rHaf84a/LyuLRgGW6jjSc7m3muu40yh4sat4+1+XkcHOtgNB7i4FgnlxTO5fqKZehEkVMnTrHyztWMRycxGERkWWP3yAEevvUvfP5TNgwGkYGe7RSVXUBB8TrisXE6W56iwnsV+kwrYoMJbVBGXGQk4YhinGtF3hGGZHoR8j6usv7q2bzgP84nqlfjjplQozKiL33bjSYnRtNMfko0PERKSmFe91FEnQGl9QDSnPNRjmydTqZMNe/jofP/gwtbX8B9+CmkpVeh7HyCNzd9i2+1pYtE5dvM/Gx5IxadjiK7FYs+/X2fbZjFbM8QBlFkx8AoDT4Xr/QMct2sQsZjCUajCf78h9+zbds23POXUHjjx5EMJvoef5CRLc/R+9B9LP3CV5mMp3ilZwhJECh32Ljz8GlEQeDK8gK29Y3gMxvxmY083NrDi539lIsKeU4HzbEU9pOHcDUfQSwoRZ+dj/zE/enVNR6l02Tg2OarceuMzB/o5qb2bioa55CwOWj05pL9/GPYT6R9IOrpJpRLP4C5fDZWhwuAgsJy8jSNzyopXuw7Q6nDy/q8StwmC+rEGKmH7wZFZqi2AXfiDJa9D4GmUfXF3+GoSiebZq7azOHPr2PHw48QWfoJPlRrocJjoiuYmr5PelFgUvLQapuLpmo8vXsHn6tLUScb2PbE01jKCqn6/heRjAY0RaHtR39g/943KF/0BsvWLsOQ42dxcRav7kn/9LmzdJxuUwhF89l4now7M0GG2UrTwCQHhv3kWOx82LOMXm0An8WEAQPtiQGcDi+BoMiuY0mKss0kFZmwnCQ3y0RhTg4bq9OnSlXTuK/lwHRQw9N9TXx+9rmRh6qmcWlxCQKQY4PjE8NkWM5NNLTodBTZbASUFA3ePCRBJLrOys/vf57RV1/DvWAhgiSiKSojr6bLQC8omPF9NKWsRItzWa2+QOLIwzBgx7Hqy2SpuVhRMfbpsS9fi6CBMhRCe/YM8Rwrj1WEyb/UQ5M5hOZPtzWUiNDlUshpiiCtKcXx6hDXVv+Krroxnoxq/PL1J1iWXcxHSyvYtv1zyEqaBJOpCJneGl7f8+3pfnmrIzSWXsBFhdUMx8LY9Ua29rcxGAtR587me/PXk2d772iKvYX/8+TyFgRBYHFWPouzzj3Knr9mLU/pZx7sBXnF/KmliWyLjQ+U1/C7U4cR0TOZTNATCXJqws/FxRV0T/Qzz5xgS+dOnhxMJ0RdWTyfP5x5nUUWA9rYUT7z+T8xHp3khuvy2LDaRyyucu8Dvew92M6rb+Rxwfp0hJlOlw5tNhhsuL01JKNBDK9aEHJ1CDYRQmA+7UBzwzkecUnghvwlfMZ5HtZtChpBknEV3UILYoUR5UjadCM1mhlOHmDPti8hyzHqizZTtHsvhjU3IRbWoBzdMt1kuKCOwUCArJY3wOFDmRhEWryZHp0dCLMiJwNZ0/jJ4WY2FGZjFAWKnXZEQaDYYeWWmjK6gmEeONPFrsG0jX88luTF7iGWZPt48pFHEA1GSj99BzpLOmSz+COfInDsIJO7X2fJj34yvZtVNI03h8a4sDiXpzv6eaaznzvmVDGZSHLX8Ta8Bh0/NQTx/ebbxO0OHGsuw/P8lPmi9SRcfF068UNRGJ6zkNvVSQaH0rkTX1q8hEu2vsKVqy9GKqmkY2IYx/DQtJdKjIbB7UOcIpa30BIY5ecn3phWCMizODk/f0byf2LBch4sKuCNsWaaTh1AZ3NOEwuAzmLHOXsx4/te5sJslZV5VgySyOpCO6IIHf4oqhjgvrY3iSsyGwsqMEoSP23axWX9aR9M5oYV07I1giSRddEa/AePkwhs44RD4GBvL3bJyNdXXkiu2YOAhqJq+PLD/KbnNTpOTVLp9DHL6eW5sWaceiNXltSxdaCVQpuLN4e6AfhA+QI2TJTjdEkMRkP86vhu9o30cUFhJR+rWoDDYGTfaDd9YT95VgdnAmmpog9nL8cX85JjtjAYi2LR6Shx2PnN8eNcUpLDT49vRwOOjvfyqdplnJwIkGu1UGCzkG81U2qzk5rsoDse5BVLhIrF82jde4gTt9+Oo7aW4MlTxHp6mL9oHosWVMBoG/7aS3g0buHEmRMUWC0UACRCLAxJ6J/pnXY/9kk6IvXZVBe60Obk0OWS+cPwARocWXzQNhuvW2RrvJ++RIispB5pXi7K650QTiL2BvC5K3luPP28bO1rpc7hnCYWgPHJVqyWc0PY9UqIQ2P9XFvewGdql/Fs1ykGp07MxyeHODw+8D65/G9EnTeTz9Yu4L9OHSbHYsWm13N/y3EAvjFnKV9uXEhXaJRfnnqJuJJiU94cyo0wO/IS43uOUG3N4cbiq7l/sIvhWJACq5ve5kcZan6V7W80MavcOk0idpvILdcXcOBIgCNHBa6+ooDSyivIyE4njhmMDhYt+w/EkyLSaitoAoRV1M4kgllE3hJCt8GOvCuCIApICyzkvqGg7I+gJtJPjzTHTPKJANIyC8qz6QksD8ZpcvwaWU6TTVP3k2RWX4xusA0JOF23ioNuLx4NloVC2Kw2/IVzcbW+iZRfhbL1HqrOL0Uv2LDqdbzck84DuPtkO2ga4uA4FxbnkGFOm/KKHTZ+saKRAyMT2HQ6jJJEmdPGytwMHvVPorM7kMwzpgBBFDFmZBEcHuSJ5i4uqSwGwGXQo2qwZ2icCpeN5slQWknZYsIoilzr0FHy0tOgaQiT47gP7UTwZaGNpYMNlLFhpHWXoLz5KoOZmQyGZ6p47tMSXNawECJhoqkkv23ZxxcXLMPz4uPpzzYsxJLzdgmP0Vj4nDo/w1OLhOjxMXbjHfx+yMCJQZVVOWWcyPgdI70niA11Y56S9tBUhUjnSfQmM88PQNAwwdzxOBNxhUU5FgqdEje9sR2H3siqnGK8RgtXlMxmOBYlMpCel6lg+Jw+pYLpPkxaAvRMpOukhJQEz48f4grHGtp7VfIzJQYYpCOUlkhqCYxR6kgnJwZSCfqiAapdmYRTCc7PryCpyrwyeoIPdeixtsZ45hYD2wbSyZ2PdZwkz+xCFOGXJ7egaBprciu5sKAKt2TDc7qaM2NwbcUS5LwIsiNC11Qf40pimsCH4kFaQ13U+zIBmVyTgdMTfjzHn2f97j+CycHVF3yN+35Uyh+++0Mmdhwh1tuHqNOx9uLLWP65/+BFTxwHSR7sH6U/nJ7fqbNUvISYAbQZU3ByNMrXdo5yz/k5+D5Yj31igm+0qWwkG/n+FhZFU1y+fDYDjU4qjkXBpINw8qz2zk1QRjRQmLucnoE3EQSRqrJLcNjyMRpcJJJ+DAYXIX0+mcb0BjLTbMNnOjcP5v08l/+l0IsS11XUsKGghNOT49y+9zXsej0XFOWxb+wks+QsXhs4Ne1gfKn/CCurVzIxljafJCODFCXTi22ZI5PLfFkY+odRc88DmrDb/06cziSh1wkIqocNF/8NneFc34qlK5PkfWMoRMAoIC2xoHWnEDbaEetNyFtCiIssiJk65GeDSAstkDgrK3pSQcjRw8DMQ6C1JNEvnZnQoqhD0DTw5NDR1cTnTm0hqSpkW5wkK+fy4dxyOhzXUVpQhUdImzrmv/FbfrXsZl7g3PDJQCrFroExBDT0osi6wmwyzSbqfW7qfe63jffixYt57LHHCBw7hKsxvaOPDfQSOnMCZ0k518wuZXl2BoqqoWgaW3uHmJ/p5vKyAnwmw3Sbf1y7EGGw75y2NVEkkZGDYWwYzWxBEgS00WHE4gqyNZFMg4WRZFotYL5gRN33ElrrScLFpewe7qLDZOVLV3wAKZWiomYBVtO5BdgAOkLjLMooZN9oD0ZJx/q8GYfsNsXL64PpqLxXOuC8Kz7Eo4e/QvMvPk3hNV9AZ3Uw8OL9xEd6Oe+qG5HMRtxGHb8+kj7hHR6O8YUFTurcWcxy+Xiy8xR6SWJzcTWv9rfjyDJjMJsZfvY17NVl2KrLifUM0P9wWom5bu15HJYSxBWZG2fNQdQEBvXtRHKSHEloVEjpOVBid1Pl8lFqd+MxmplIxHAZ0jI3W/qGGIiGcBtMXFE4G9MBGRIqqUCCFZ5ylvvKCCkRHJKJ/RNd00S7baCFL9Wt4YKsRu7flV7kR1qNSKKRscZRLNa0Q1tR9WSYbIzGwxglHQ3ePB5uO0ip0Uy/XSErNIJj973pAY0HcOx/mLmrbuPCb36W4bFR1przWJJfzDGcqEKCR3oGWJuXT3jKGfeBXCdFsh/RW4ToKSJemofV3okQSoJOpNttZXRMIZhQyXAbyMvJJON4AK1rFCGafsZNbw5QoUgoe3qR5uYgZFjQRqMImVZM1VmcN1DK9sEOFmUUsCK3DHf+txmdOI3R6CTLW4sgCCxd8Sve6NrHKDa29o2wUray1GPn2Om/YEjJXFeykAPjo5yfX8nizPeWpthbeJ9c/hsQBYEMs5WoLJNnsbMk28dT3btIqDLHJ3soss3UupcEEbvRzNmVWuwmN1+pn88FBXWM9+3k2EgTLm8VhQUujp0I0tcfIz8vvVC9tmOMeEJl9aY1byMWALX3LId7QkPw6TB8xgd2ES2qorvIgZCpI3XPBDhEcEmIc82oh2NgFREXmlHbEuDVIdYbUZsSSIUm6ud+liP7f0wiPkF9+bXYQyJKy36GkmFy9Wa+KYvknzqCbPBhTSlkpBKgxsFgRcithIEWanbeDdf8mJ16HcGUzMIsDy6DgcFonK5QlJe6BxmLJbmt8Z0jYEZjcYovvwbxqado+fG38SxZiWQ0Mr57O5osM/fDH+GV7iHOL8zhguIc7jvVwZr8LG6oLqbSdW4p45SqckfLMD9es5mSHc+h2ZwIi1YxkALXrAY8Xi+CfwLBbEUwm8k7tp+fVtZyVC/iGhli8YH9aTVUuxOX0cLm4joe7TzGZ2OnWJVdxvzJfiaHWjk+McRVpQ2szi0H4Oh4P5PJGBvzZ6EBHuMMAb3lkH8LGy/9ALHWTp67/w+c+enHp9/PmD2fq77wLfb7RY6PzZhUTk3ECcQ9fK5uCbfseAYVjYQi8/pAJ/WeLI6MD3LVV7/IX7/9A8584+dIZhPKVORe7tUXckyX5Jaq+YjAS72tRJQU+VYH+0bSJFwXz+LztUs55R/hpd5WBOCGijnoY1Yyoz76rD0MRKdOQck4UlRFGkyb4lbImdjcOfym81lCcgK33sInqlbz2uBxkqqCJAgU2T1EhTjltQotTWkyyZ+d4sXJAdRJlS82NBKVZS4vuYixRJBwKokQC3JnpBd30x6eWPF1RJ0OIacGAv1oUT+iM4vqQA9zzCZ2FDZyRjHys4FRBqLdCMCVZeU83t7GitxcrvO6UXZ/mZ7YOBZfKb7KtfjGdIgfm8+hsERTREdYULnOmyLHpkNTVJTDgwgGCc141lIpgJCRPlkrhwcRF+YhbShHrPJh8lj4Ts56/MkoToMZ61QOXVHe8nOfY2MW9w7GuTLHxqcdXRA8yZm2Nk40PwIIFM3KwJZdjcNgIqnKWP5F1Yp/B7xPLv8CiuxOvtjYwMt9TazOrSaSSrBzuIXLi+YRlRNMJqOsy52NKvnIr72FQO9WDJ4GVO8iLiqsTWdtxwN4M+vp69rCB6+u5Ic/289XvtfMnHoHoZDC6ZYwHo+bz33uc+/YBzHvrElmENAqVKQKM8l7x9Gak8jNSYRZeqRrnTCmoLwSQqwyoP9Iekefum9yyr4cR3ehA2mpFbFMwRPTsar+DjSHB+Gh76D0nkQonUO13sJXzFaKn/454qLL0b3+AEpkEqFkDggCWsdhhIYNiLXnQXCMmqe/ze8u+To9kg27qPFIXx8bC7M5MZ6WeTk2Nvm23/QWXu0dZofOwQd/dheP/vB7jO9MO2WdGZlccMfXqb3gYkqddhRNZUGWlwVZ3ndtazyeZDSZ4jOqlfUbPsIsh4WNWx6keDxt91c9meg/920Ec3q3LlXWUg1UA4rQhFIaQcsuQL98HaLewMerl+A2WZiMRzk5OcTPjr/BhQXVHBjr5fB4P/evupZZRiuX5lfxtcNbaQmMsjqnjBL7TB/nZZl5pVvHUERmbqaZWNKA7rIv0VC5CeuZbejkBMXzllO44DxSegP1Po24otETSnJBqQGraZI9Y00syy7AIIrEp6TAjZKOlKogCSILLt1EcUkFf7j7LqThCTw52Xz0lpt52ZXug4aGSaenJTjO0qxCTkzM1FA5PjnM5SXVvNLXNnUtvNTXygejl9LdL5K/znXOGPusNoTMFLLDQMyQSWfsFCE5TTaTqSg94UkuKVhMvs1AlTuDUELkvpajHE30s2puDQARn4avz0Stx8MGexZm0cT4mMJwIMrL8SN8zSRhb3oeFViYGuJlSwafLlnNRZkFLI6M4dJkfM9/B4BNC6+mMreRLUkYiKb7PxqLYZAkqgULsyJmBmddTKTrNayeeTheNyC3n6Tv6nn8qM9BXAYQ+fQiG2adgHpmjNT9R5Dm5yKWuCCQQJuIIdZnoTmNIApgkJBqMpEashH0acK06PVY9P/YR1Lu9PKVhlVoHf/F0PBeREGHzZDeiPiKLuX3Qxr+1FEA/MkYN836/6+6+P8v8D65/AvoDU/wjUOPE5kK112ZXUm2yclIPEggFePigkY0QeSOg7vRiXYq3DfypcblVLhmkvlEUaKnI61a21gDP/jOldz1++fZfyi9+K5bt45f/OIXFBW981FYmmPBcJtAciDIsP4AR/bdSYN2O/nmmRBj0a1H6Y5z9333cH/LIww+PMLsnFncdutnuGDl2rSZTC+gjcpIc8ZRHv4BWv8ZxKplYDAjrfog6vHX0QZasLzyBypnr4D69aCpEEmTg9Z5BLFxA5ooobUfRHBlobXuR6xaSsFDX6RA00DSk/zQb3kpqFLrdeIzG1lfmP2u4xtIpMfVVDuHzzz6HPuPNVHpsFBfU4PDbCYsK/ymqRWdIPD9xXWsyHv3ypPlThvVLgen/UGeHQtzp00PgbOILeRHS6UQzKDJMmpnC8SiYLGQevj3EIsiLVmDkJGOakooMpPxKF3hCWo9OfRFAtO+gaVZRbSPDxKfmKA9FeHqohoaMwpp9OXhOuvkUu01saHIzlBEpiOQwG7UMRxVsBZXQ3E1HouONWVO/nhinAtK9TzXHuC7S7Ko9hh5viOAzeDCaUnwzQPb+MGCDfy4aScWSc81ZfV0hCZYkVNMsVzCk4V+vnLXL3im6zRxRcafn88fq+bRGpzg1OQIJTY3RTYnbYFxFmcVsGWKTBq92UTlFE6DiUAyfeIpsDjJcWiszYnRM5DitlmL2D3eS57VgcFm4NV5xYQLhmhJHqbMei7ZF9md1HnzKXM66QoFuW3HFtYWZNAeGac9sgOAq20N6EUBMaGi/3MvXVlFjHUIuMnjxvNsaPLW6fZGkyGeHu3j6tI5PDbUxkOqwu2ZBdRJeoTadfQNbEdse5QLHQV4ym7hr0NR6txuriipoMrtIqgk+cqOfG5t/AHFLw8htvsBGA4pU8SSRk9vDLmrGwwSGCWU1nFEnYjmjyM4DChvdiOdV4z+84sRrEakrHOz8VOpKNH4GCaDC6Px3BP1W9CLEhcWVPDkibT0karJGA0ODAYHCcmFPzVjoTg81v+eJBdB0zTtn1/2PgBOTvZz4457p1/Pcmbz6eq1tAaHselN5FndHBge588tJ6av+fmSdSw/y/E71L+XHVs+Of26sPQCECTiCQd1c2/A650xsb0bNE1l24sfZXzk2NQ7AhctfwHxGQFtQEa6ysFNX7iZh/Y+ikE0UGTLpzWYluD9+aLvcWv1DWAW0F3qQBSeRHnt7um2xTkbEYobwD+EcuxVxPJ5kIwj5FWhDbejHnxh5trl10IighYYQcguB5MNJvpRDz4PQM+SD3GzWkViSvfr2ooCPlVf+a66X03jfr608wiBlMyyLC8Ls7280DlASzDMuoIsXu8bmbbhZ5iMPHz+Emz/QEF5KBqj1R/CI4mUvfEMkk6Hsnc7ALrNNyAtSie3yvu2Iz9+f3okSypAVdG629E0jVerl/DYG7s5NdjDcJ4T37pFGGxWbqtZwfM9Jym2ezg5OcxgLIhDb2R1bjnPdJ8k1+zgT6uuwft3ztmxmMzh4SiiAKPRFE0jMXYMpP08F5Y6yLNIOE06xmIyHrMOr1HiO3uHSSrp370w20iht48aQxmy0cBLHUFMkp4Mi4QmJKgyOBlV+zka6WT/6IzP6eeLN/FA6xGOjqdDuP9zwXpO+UfIMts4OTmCqmmMxaM0eLNxGkzsGurBpNORY7ZzoZJLwR+mxBp9BsQ5Xrr0Ub5laGJ5wMx/3P1jEhOTVFRWcc2N1xPPsFLtzGGRq4KCDCOqrLF7pI/2oB+jpOPJria6wpPMtmfwOXM9Vs2AiBOnLNL8+kwyoa1KJFA3Qt74cey7fsi2i77L9uA4fRH/dKCEWdJzvzKB3qjQ3/7S9GdN8z9Nh72RaNzOfzXrWF1o4aZaCw+0nGTn4ABVdidfMBdS5NcY8Dn5RoeViSkL5B25YRY+fQDx+iwS3S+jJaOYndehvJxWkkAnorusCvmJU+AyYfjoPKQSN8pQiHBLB/sSD9Ax8jqZ3jpWL/kubmfxu87Rlo4XeH3vt9E0laqKazkjzcJutPDs4DCdYT8AX208j8tLat+1jX9XvH9y+RdQaPOyMa+Wl/tPIAAfLFvC4qxyFmeVT18TSUrTIo3FNielfxeq6stqpKbxVk43/QmboxibI59TR+9Gb7AT9tfg9W7k3aBpGsQ1MIEgzDyEgiCQ8kVwfK4UUhp7juzlob2PsjBjDo+u/SMZJi8nJ5u5aMsH+eahO7mubDMO7OlO/n2tE0kPwVE0VUGsXIi69ykAREmHFhhFrFmFNt6HULUUzeJCGIsiWJwQD4MrGyGzGPGCz8BAM4GcahI9M8KEvZN+dIkwmN95N1fvdXHP2oU809FPicPKwZEJWqYin1RNQy8KKFOLrEkSEf9JnZZsi5lsS/rkoF1wFUp/D/rqOQgOF0JOPoIgoPR3TxMOgNbZijhnCUpXGx9/ZTd/+dkD57Q58vwbVP7Hp8lb6OA/F1zAnpFuXh1Iy3YEUwkSU6oFA7EgwVT8beTiM+vYUJz+/RMxmQITmA0SkiBwZjxOldvJix0hTk7EsegEbpubMU0sAKMxhZHRAewZVlTZiNkySLbFyckhF2cmFNq9AS4oyCJTmREqlQSBw2MDlDo8bMiqxiO4MEdNLPPY0Bs1BqNh2oMTFNpcHBjuJ8tq44x/lJSqEpGTNGY4mN4ejSURAikK9wdwavu47e5fTn/PoaOnOfbUC3zo0w+RnLWU0zqZD6+XOBRu5actO1E0lcuLa7msqI4y2UjRqyGcp8ZAgNFr9IwOe5DMMkpMwJgjcsYFJ3b5kMTVbNg8j87YcQqtLrpC49PfmVIVAmUryAi3nzPOeXELFQNHmQgcoLv487zSG2VuToKXe9MEcWhynNd0Nq7fGSCnJpPv1ObTGtXhGQtSs60ZMs3EztxPsjtdckItCGO94BMQlBG8FuRnzqSfn8k48rZOxJtcyE+fZrDgNB3+19NzZfw43f07/iG59OgrUCq+hKYm6bGX8UpvG/2RXlbllLAyp5RGXy7zM/77mf7/TvifScf+H4Vdb+L2uk3cteRD/HHFRzg//+31rFflFvL7FZv4wcLz+PnSdeRa7Zx9ONTpTFQ3fJQLr3yehcu/w6mjd1NScRkZWfMY7HuT1lN/o7fzVVRVOadddUImef8E8W8MknoyyJyGO7DZC9HrbSxa8QPspmIEnYBgFnnmmWcA+Oac28kwpU0VNe5ZfLzqeiJylNcH3wRTemHWDEsgfz7oTQizr4bCC1G7T0I8AonYTAfCk5CIoHYdA5sHYiFEJYV66EXUo1tQDzwHaGgDLRAJoI10Udj0HEs86cVVBDZJAbSR7n84xrlWM4dGJjg8MkG120GpI/35nQOjfKK2giyziSK7ha/On/2uKsnvBMHmQDerFq28HLJzEEQxndj44G8R3GedFi02BJebZ4eD/OVEGwtyfOz58EV0f+JqvrakgeR4gMk/PsOssTGKjVYKbedGvL2lvnBhQTVZJgdqdzvy9peQD+9Gi8fOudZj1pHjtFLpMpJr0zE3y8LJ8TjL8q1IAkRlja5AkvVFabOLToR5OSk6QpMMyX7ub9uBx6TDn/LTmDtOjVcix2bg58cmkJP5rM+rYLYrg8/WLmEyGafSmkHSb2PHGzZe3q4jOGqDqIIlJeDQG3ii8yRNk0NkGG34k3EichJJELFZziJIU3pT0xbv5957foXDU8CHv/gyX/nNOJfffD+CoOPZez9GniVKUoahQJx7u/ZPJ1A+03USQRAo7BRwnpoaDw0M0Rhv5hwnftkIhjkplEaVEz1TWnsqDI3Z2D3SRUrRuHnWMkySHp0gcl3ZPB6PxznonU/mnOtxZM2loPQWrLvcCAdycBjczDO3c3FlnJRybpiwggbBBKRU8vd2sCJXpuZIK2IwjrgwE9nfNX1tqnc3SnAAIdOKkGuH1Nm1YwRIKmh9QUTOlXERxXefowORAPe1HOL+vlH+PBDgrjOHubAgnRO1f6SPRVmFLMsuPkfR472E92av/1+E02hhUWbZ296XkxFGO14jGuilIKuOxqIVyJrKk52HeKr7ILdmFWLreAmUJMULPoYrZy6qmiKnYCUjg/uJhNPSGv6JM7i9NYBARvZcTOb04qUciaLsSBeCkp8PYi/KZ81F90NYQ3hJI3F0CGmRBWmFldRI2qlqEM81GRmkdOSKVmtAarQgPx5AWuFDHf0iYnYK5agRSTidTiw0WsBsRZx/IdpgG2rvScSFlyJ48xEa1qN1HkWL+Kf1xYTcCrS2A2indoLeiLT2Izhf/i++klVGqycXezzArJ1PQ/Vv/uH46kSRTzdU8lLXAL893saV5QU0+tyUO20szvGSVBROTwY5Nuanyu2Yzv7/Z9A0jYG2l2g58FvM9hyql9yOPWaEsRFwepEWrEBTVQSHE+XIfh46ehqAP12wgnJ3+qTxzWWNvNk3zI5DJ0j8/hf0f/ATpIoK+VrjWg6M9lDnyqbU6mRldikNnlxMEyMk//RziE4V8LriBnSLz61A6LNIpFSNXf1RTk/ZZRp8Jup8Jo6PxTHpRE6PJ/jaogyaA9081XsQRVNRNZXVuaW80tc27QO8qKCRMksFO/vAYY7y6kAvNoORHYNdWHR6ZEWg7YSLt6oT7Dyk8Ukxzgfa9QSuqCU3oxQdEtKIlWvzDASFALPtObw60YXl0iyK4xb0KQ1l+zB3GXagaRprL/8eRRXpSKia+Vcy3NvE7ld+jnjqRSi+EodOosLpxT/aj6JpWPR6Cmx2hHxdWmRO0UAncMw6Qb91gv7IJMVVmZgSHiTRO91XWYEPFNYQUCzsGQxyS+VKzgT7eKLrKFE5hUm0kGNfQEP3PLTeIEyNiWDJ52RC5fH+49xcNZtVubnsGBig1Gxj9Yguffow61BdRn7Y14y2TKJIysSXbWBj5kcJv/ADAEyVlxNzZ2Gcm4VpIIq0ugRkFXUyiv68EgSTDml9Gdn7Veoar6DF/yr52YspKZi535OJKE0TQxhFHXN8uUwmYjjPigg1iBILMwrxGC1Y9AZK7f894dV/V7xPLv9DyKpCVE5i15sQBIHRztc5s/276X8KInMu/gMtehc/bHqe+a5sxGN/YtKf9nuEt3Qwf/NfiI61Upi1iH5VmyaXSHiArNwl7Nn+JZzuChaf90OcrlK05FmuMb3AkHEvTS/8GqPBRZ35E9gmclB7Uyh3j7J6YAG/AH7S9Fvm+Row60wMRoe558xfMEgGlivzUHamFzyhUI+EAy2uIi0SEbINaCNutNb9aINpc4+45AqEOZvQ9j2JUFSHNtSOtO6jqG0HYfdjoCoImcWoR15J9y+VSP/P5sHry8EbC6CKMcQrvgw6w/TP8McTDEfjeMzG6QRLgPmZHo6NTpJUVR5qSZ90fry0gd2DY/z2RNr5vK1/hFKnjVX/wKl/NkITbTS98W3QVOKRITqO3kfjsm8j1M5DPXEI2kFaeT7a5DgExpmMxhAFgSLHuc7aMpedHb1DBOJJtIle7hg9Sr07hx8uvJBM88y1YzGF+Ogo4lvEAqg9HfB35DKWiFPslLjn+Nkhxwk+WuuhMdPMvsEweXY9fUGZuGyhxpVDUpWZ7y3m+GTfNLEATCQn+GytkxKnkXtatpJQFULRED3hAOfnV2DVG9BJ8JZWqE4CIZSCkQTOF4ZxLSjlZIeIToLZDXk4MtzsHO5ky3ALT9GM22Di5sL5eAu99N+TDkBxes8NPHF6CwFQon5uWj+J0Psot4yd4QOFq7g/auXK0jpKbE5uPvQ6X/1AFRlBgUQmHJMGeLEznYR5VYmZG9xVlJQJnAiouEwCGRm9VL32M15Z813eHBoi25rDqckhonI690QvQZclg6qlAuF2I472ILoSM/tyzTzWl04MiCkyORYr/zFvOd6IQP6ePuT1JfwxM0qnHMNntvD0UNrB7o2Y2LB2E66sCrRolEM6L691D/GxpkHEx1tATT+P+usbEAtd6fFcXoQ1z8FCtZG5iz+OweJAktIbvEgqyc+O7WRLf/qZuq12GefnV1DpTJ+aA8k4Hyyfw91n9rN/NJ3oek1ZPZuLaylxvDdJ5n1y+R+gLzzBr09t5dhEL1cUz+dDZUuJhwZmLtBU4uEhwrb0gunSGVBiM3LmqhxnuPVFOvbfBYA9o4bMzDmMjByhtHIz3e1pp3lgspXB3jdxukrR1ZtR9kTRelMkLo+w98jXUJUkYXo47vkDS3K/h2ATUU8orM5Zxvq8VWztf4Oqx5cw2zWL/aOHiSsJvvGJr+IT3ICG4JEQJEhtn8rolkC3ZhxB0lCniAVAaz0AY31gtKEefx2hpBElPIHa34zustvRkjGw++DYq+ncEEDw5CItvxqxYhEoKbSX/wvlvi+imO3oLvsSPaVLuO9UB6/1jVDisHDHnGrqM2ZMTGsLsjk8Osnx8QCXl+UzJ9PN0+0z5WIBYvK5psN/BFVNpaPdppCMTaIc3Ydu5fmwYAWaIKClkiDp0FXVsaAvwpsdPTx4so2b6tN5OeOxOM+39eI1GykszOfNjAxulB0cT4RoC4xOk8urXVH+cCzIx4tTLHa6kAL+9PCWVZ/Tpxe6W/hJ006KrG5WFSxkW0/asX9egRVVhVKnkcm4Cmjk2vQIEQ9WcQFnJmKEEkmMko5yh4e2YHrxnJ+RS3tomIU52XTHyjg4asKiM5BSFYyCiCLGmbsgwsljVgQBLnZFMe6ZyshKaWQWTWLL1qO3Jfnd6WMM9UQpsdtZmlnE7pFuInKKiFXl5cFO6ubN54U/PcCRN+8jr2RB2n8lJ2na81cAfGvOg+GXGT6efs3gYb5x0e/4Zc8gD7V2srmsjK2RQcRMHTVuF6+d7pwel8c6T3KptwZ5p5HFJQLyiIotsw8muqkWJH6VvYaUX8HhchPMnOTwWBtVLh/zvNl8Y/AIR2yjrF6fwxyvl9+3nkEDSuwOesMh8sy5/PpwCp0osGZeAdnxIZYPCiz2eDgqaVxfOYstfb00uJwYBRV9fh3doSB3v7mHH3bbcfuSsCg/XSxMAG08hjoaQW2fALMOqToDyaB7W1bKUDQ0TSwAj3U0sbmklitL62gNjOMwGDGIOkKpBPWebE5OjnBwtJ9Su/t9cvm/hNcGT/P6YFqk8Z7mN5jtymV2VgOCqENTZYyWTEyOAsomWvhBYSVPBEL46q9n6MBvAY3yZXdwaNsfeG3nKLKiMa86xsbrf01+2SYEJHJyFjE2doJIuB9BSLvFxDwDxi9lQkAhZehBfeEsyQo5gGbUwCuCACIij6y+m59wD398/H52DO2h0lnG5z//eW791ifRBlOoYzJClh5lz0wJVxQg5UHIK0fwFaCNpXdQ4uzlqH1n0PrShaQETz7qrkdBEFDdOQhZpWijPUgrrkPtPIbgzk7rjr1yN0JGIQQnUHenZVOIhVAOvcBRawVbpopbtQUibOsfPodcih1WfrqskbAs4zYa0Iki69wejLlFvOAfw2kzMifjXH/HW9DkFOrxg6h93Yi5hYj187G7yyifeyu9A0dQ3ZXk6IqQn/gz2J3or74ZrayU5FA7+pMtyNte4Fabyh+NBj69dS/bugfJtVl4rLmL0VicT978KbqvuJGF+7ez/sxxooWlJCoXA9DlT/L9PQHOK5L5SucuPr5iFbXhCCmrnXk1DbwVmDwYCfKDI9uRNZXTgREyspq5pa6BYELgxKjCaERla88EncH0fW6eTKBp0BFIclOdCZtO4rEzJ1iUmU+9Nxu3wcRDbU2MxaPcXr+MB1qOMD7lM1ufV8aFRZV8ctcLmCWJy2tr0QkCeeP5IAhgEulZmo9qCPOLlpcIp5JcXDibvcMqnaEQs9y5iAhsLpnNn1sPUmRzcd75F/DwrLs4tvsvjA+1kFeygLYTrzA+3Mqy1Vdh9FQRDbx49l3h+HAPO4fSO/6OYJAluRZeH2xmgecCCmxOJqfMghlGK93qJI1rTNje7EAzSsTFMpTcWlyn3Aw3mRCB+iITfyue4OuZy9kZGmZXapD9I+k5tWWoH51Bx1fnzCWUSvFKby+DkRh1KSO/D49hmYwy7Moj92AQLZLknpVJHmtLb15uKi9lffvzpA4MgjyfzKEQ380pxtXZDZkulD3p5wKnCf3cXFJb2tC6/Wj9IbQrZqNfU/q2Oek0mMgx26c1w+o82ZgkHfk2F/k2FwD7hntIKDKBpMzVpXWMxaPEZPltbb1X8D65/A+QUuW/e63gKVjEnEvvJREewmTPp23PzwgMHkEPfGXhpxg48QhZlRcg6W3c9adX+NHPXkBVZ0xdH2q7m7t++Z+07vw+0dGT5BetQM1fPi2FDyDaJbBL2NVi6ud/jqaDv0SSjNTP/SxyhYz4RgrdOjvqQAqrx8r3N/2A73/n+8i9cXR5RqSKKdOTK4YojiHYvGglRhDCaduzSYBSHcobDyOWNCDkV4POgDD/IgSDGcGZCYIIU4lyYv1a1OY9cCRdbVPa+Im0RH/7IcSsYrTJQdTOY4jZZelFbCqwQTCYEf8uAl7i7ZFfZr0O85RPRe2N4rqnh4uGEly4KBttcw42y9sVDACU5hPID6Vr0Cuky+Hq6uZjqLycv4QMnBgbpME6zjfmLiT78H5SXac42fVHxvr3stz6ISRNo8hp47kr1/GpPad5vDm9q7ZbzHxr1UI+3VCANDKEpb0Zf8MCJEUmo7MDCso5MZY206QUEbOk5/eT6UzxKiTu0RvRNI19AwlG4olz+twWHGJ5ZiN/PJZEA9YWGWgan9lAdAWSnF9ip3kywfERgVqfkTvq19A00Ueuxc5dJ2eK0z3ecZIMs3WaXLrDfgrtbjJMZlbmlPBc72mcBhO1VTmEL5qNjIDdZ+CvnTsJTeVXPNtzik35tWzp6Wd5TgE1bjen/KOsyytl/0gfeyZ6cN/xEQK/f4i+g/vp69iH3mBkydqPsPzSH3HglEzl4rWI3S+ipqIY8hdzRHYCfgBiioJOkFA0jchYiNtyF/GCqY1oIsVquYrqgBXb03vRRNi/ycXxWBve5Z+kYs9McIHaLVFW4UZIQb1QSJt4rqZahtFI9fARwt4y7g0FcRlNbOoew7YvTQ5FHZNIc3LoLVB5bKJj+nPP9g1wUWwCcdCBvP0kAJkCCBdXop2asUAQiKONRlBPjiA4TUgL81AO9b8jufjMVu5ctIntgx0UWV0Ekwle6DnNsqxiPCYLcVnmlyd20RFKnySf7DrJx6sXIp912n6v4X1y+R9gVfYstvSfoDM0xqb8ehqn7M7OrDrIqsM/eJTA4Ex52smeXeTVXImcjPLXP/+WH/6hlRyfkQ+cn4XJIPLYayM8+NBj5LgVNtV2ATDR9Qa+ms0YTW/fnYuijsqaD5BTsBxJNGBz5KP4UyRODyHHEmAXoVNDv9mJmKNDKpupZqeO9yE/+n20rmMIBTVI134bwxfcqL1+xIwEQkER8m49alM6Ox69CWnDLWhdTWhtB9Lfv/BSsLkhoxBREEFvRD31JtpgG4x2g6qgvvonpIs/hzYxgOorRLr48yhv/i1NUK5sVqSG6MvQ8+i4QrVNz/l2jVPjAR5p60EArqkoZLZnJss51eSnpcFEaI6Bsu44GV0JcL9d2wuAwASIEpMNi1F0BrKC6SqD+0d7OOFP52sci4xxMKuEizNyCJlTjLTsBCBuFXlr+VpYkMvhj3yS43+5m1BSpibDjXPV+Si7X0PMymT7hZfyn5PdGAUj3830shh4qSPK5RUWXumMcUP1+UQYZDIZo8adTh49NpLky29MYpAErpm1gqd6d2MUJW6sXEKDx85sb5CT4ylOjslcWubkqba0b2NtkYGe+CE2zyonlpB48HQYu0Fg86wcHHpwGUz4pxIfq90ZSILIGf8YArCpoBKvycLtDSu4Y+8rqGj4k3H+2nmY+thaCspjjKcSmM8KAJEEgVK7k881eOkIjPLHlsMAmCQdH6mcw4NtTejdTiq++gmSEwHmG5zUZM1jonP2dBsHBupZtPaPJOJj3DfWS57NRb41Rb3PSbHVRnFYZGVlHqWtAt5WldWd80AEJQ7KgiQkZE5u8vHl4C7UoAYjcEeDmdyudECNmKVQbDcyZFf4afPzzPbkM9fn49j4OOuyCyg2O3mZUor846zJL0DRNMynozPzRFbBqscSi5NlNTGcSI9fmUmP1ZiDaM2HeQmUI4OgaogaUOyCtilTotuE2jKeztwPJNDsRsSGc0sJnI1qdya5MTtfO/0yB4LpU9Lmklq+1LCSYDJG5KzEyaQiMxyLsHOok2tKGzD+C5GR/y547/X43wAVzmz+sOxGgskYGSYHFr3hnP8bLF50RidyIr0wGG3Z9Bx9AE1VeGFvCkGAH32mjPzM9M57cZ2TD3zjJA/87TU21pROF7ZyeirxZrxz8pQo6nC6ZnZIkkuP4SYPybvHIaZiuMWL6Hr77VVbD6J1pZMvtd6TaC370C29EmrtMxdd8XXkJ34IqQS6zV9GdGYirbkRBQ3B5kHIq0K36HKUp+5E6zsDgoC05Eo0UZz2uSDp0qHMAy0oOx5CXHolYsN6hPJ5SBmFOI5u5aZdj3JF2ULMLd2YnBfw4ZZxesLph7/FH+Tu1QsJp2TG4wnGy+Frx7tQZI1l1S6+ZtF4N/EXsbCUwxfdwDfHFOKKwpd9xVysaZikmcVTJ4jUunIR63RohhnfTUt8F/UbL0MfTiKoCtpQL7PPFth0uBCWrGa0sprvdOwjpSpEgDt7jvFQWS2rC80cHEqyIt+ITgryl+ZDADzfcwq3wUwqkYeipWvaP3fGzccbLmV5vplgUmQgnOT2hXaGoxouk4hDr+ExiUzKI+wdPUJ3ZJLm4ChXFmwgJmusK43zm9O7EIDLi2ejopFpsrEgI5f7Wg5zfn4FOlFka28bJTYfLX4/Z1e4jykyufUj/GfTAVQ0PlmWYlIAAIgKSURBVFfbSDAVZzwZ5dKiap7tPk6J00O+2TX9mbgiYxB1NHpz2DHUBUBtSSmqKBE3ahgNMCW0QLYXupNOgrKRpVke/tpzkJW5pTzc3gTApfmzONQ3yJAW5s7aNWSbJcL9KrG4xlhEh7yhkGFpAjU10+dxIcyC8yQSqgLZGpmxbH7W/zJjyQg7hpqpdGTx68Z1BKIKtoQFddJEpyGDkowUPzy2h6WzZ9HYNgmyiliXiaZp+DKcfF+WeMUXxyRKXOl2YzpiRunsBJMOaVkhass4WjCJdmYMaV0pyCpCgQP5L00zc0PT0C99u1L22RhrCU8TC8C2/jauKqnjh0deZ3VuKc90ncKuN7Ayp5SXepu5qqTuPUks8D65/I/hNlpxG63v+D+Ls4D6Tb9kpH0LomQABKzuUoIjJ+gbCpLtMUwTC4DVLFFdbGH/qQBm3xyS/lNkVV6ECPSd+BuS3oozew4WZ94/7JNugRWxJH1KSegHGTj2NAC+4lVYnFOJWIa/q8mtfwfTks2DtOwaNDWFpsqkDr6AkEqkTyRHt0B/M9KGj6WJBUDTUCcGEBo3gDcfUgmk+rUor96LkFWCkFsBwTHUo1uQzHaE8vmI+VVIkQncR54Hgxk5s5TB/pHpLgyE47QFQnxr7wlG4wmq3A4WZXnZPTTGrqCfbqf6ruSSyi7kF8cHiEyZ7+5samdObhbLs8u5pnQ+2wdb+KmvluLHH0RJJbEXl1NTdzPNnY9gNnkRZjegw0zyvl8hLV0DJw5DKomQV4Q2OY5oNKKeboKzhlIDAgmFNr/M8bEki3KM6KRz81qGokEW+YpxGASCSY2UqtEbEjg0nOJnB0dQNJjtMfH95TlkWfWcGoth1qs81L2fYCr9W8KpBAYxvdhG5cj0dz/ZdYr/mHshAyGRbb0BXHoLQTnGm0M9fGTWfH509BBJVeGyohqe7U4vYFcWNvBfp5umCeeXJ47y9eINyI4RfnH6TRKKTG80yGerl03/BrOkQ1LMxJQUFxZWkmV0MhDz83JfK6eFUT7d6CVbzcNqBrMnTFP7KNUnixGiIj/cmM1n2p+ebuuZvmbOz6+gXOfDdiqTsRYFR5GItVLjNWMPO+ODfC2/Gl/3acaSEfSiRFEwi+EDCrlL9DChI+HXWJBdxAHSUYWtwWHUgEalYMH5WCf140mis53sW5rJ1+fOpysQofyKWTgDKTRNIxWIY4iGqTjQT4VeBFVDusCN0jnli4zLIKtIa0oQHEaUQBy1aRhtJIJQ6ERaWYSyoxtsenTnVyDY/nHNe1efgXkZeRyKpglmdWYZJyeHaZocQlYVLi2eTVdoEp/ZyjfmrGbeezSBEt4nl//H4MyuR9CZ6D50D2Odr2PzVpJVvonS0lfYs/cg/aMJ8jLSEzEaVzjdFcHj0FFQfQE2722c2vYtBk8/CUDRvI8xcPIxfKVryZt9JTrDu5c9FX065FSU5pd/yGR/2g4/2b+fmvV3otObkWYtRVv5AdTj2xBrViGdtXDAlDN87xOoe54AQUBceiVYnGhjvWgdU6a+0W6IBcFggSmJesGZgXboRYS61RAcR9nzOCgyWn8z4twLZpQApq4Xy+ahv/V3aGO9CFml6PJm8fFUN79pSkfUfLyujGNjfkanfBNnJoOcP6VLZpREXOZzT4vnQEhfMz0mgoAoCLiNFm6vX88nq1eie/Fx1LfMEF1tZBdX4LVeh6F8EbqsctTWk0irNqI8/zfEuvlpUjZZ0NzVMNxExtEDfOuCS/jPiS4MksSGrOW81qVwdCTJeQVmIikVp96HQ28kmEpglvTUenIod+v51FwrB4cS6CWNHf2TxBUrbyXhn5qI0xFIkmXVk2nV0dqisjFvLo937UVF40PlC5Ew8u0ldmKqnq2DIoqmcl72LB44IU9VrBS5tqoUq76XiwvrWZpZxP2n29CA7f2jXFhQR4Mwi56jBjKcHYxPmYMcegPeDJkzkci00gCAAQMfy1lPWAjjw0unf5ADo+nF8YaMtVToM5n0xnEa9NR5swlOishCirbQKNXNRST605oV6naJ0moXRyaGAMgyWylzuFkUq2DidPp+BTpUyIvzfLiDz7jnYGzJ4HtZmxk0T+BT7UivunGVSERHVeKjGuEBlVp3DZ9bbOCesR3c7F1BdtiDfXQEnSoQ2FhFIKijyi+S4ZTQ3ZP2oSiAbmM5Qk0R9AWA/nRipE5EML99WVTe7MH45eVo4SSaw4hW7UPd0Y1Wk4n+g/UIVRlInncx054F5xwrd+xZxsGCAQweHcurStg9nlYNWJBZwJ9b0+bHPSM9/GjhJmz6f0xW/854n1z+H4KmacT8XYx1pmvBh8eb8RQuY8McmV174Kt3tfGBjdlpn8urw4SiCjddnIOqxImH+kmEZnSh4sFegiMnCI6cwOzII7N07T/8bjkRZHLgwPRrf/9+lGQYnd6MYHWiv/AzaOtuRjC+/WHQ/ENpYkn/CNSm1xGXX5M2c50NRUZacwPaUEc6gXKsB7FqKWrzbgSTHaFmFdpwJ0L5fAR3DmrTNvDkIs5aMt2EWFQHRTMqB1dXFNLgcwFQ5XbwdMe5oceVLjtGUWRtQTalTjvvBqMk8cU5VWzp7SKpRlicnUuebYaQjS2nUJNnlS4QBKTqRnR5RaQ6TxPa8QQJvYwpoqKXU6hH9qT7e/E3Uf4aQHdeJiQTnPfCM9TPXURP1Uq+3GRjXbHCnEwDz7SlCXRbj8gPzrucpBYi3+pilitd62ZetpHdg0F29kbZVGzHY54x1+lFAc9UFrzPrKfWZ+LRFhvfmHM+R4dlXmwFf3yC62e7ubWhhGLHxXSGJknJDnZ1zfgTWsZFlhfm8cdjMp/Kd3BDWTX3t58mkEziUNwcP20knhC4oKABn7mZUCpJpcvN1w+9wRcaG6ly+Wj2j7EwMx+LQSDpjHNsvA/VFmVoSry03p1NBh5Mowa+41hIstjFvS8kSU7lnqxcnIsQT5OGqUhE8kl8yl3PaxYvI2oMq97A893NrJBrgBkyKzTa+YN1A2JQw+7VMA86SJ2wgQC+uTqUuAYqhAfSzu7kJCwcr2KOsxjDuImYouExSEQa82k/MrUJaQdJb8a1qALDgTZQNbSJGLrRCeQTmegW1aOlYggeB/LBdnQXz0I9PYrgNqONRhBrM1DPjCH/7QTIKhGrxsAcA1kDIzheCmD8+qp3nY9nQ1ejozDTS1Hci5AlIhgElhmK+ExyKT1TWmJvYTIZe+dG3iN4n1z+v4SmaQSHmkgmgqipCJHJTkz2XKL+TnRGBzZvJeHxFjwFS9HUFNd98AZ6xwT++NgRfvzAjBTKxevq+fxnLyej+DzkVAhJb0VJRQAByTCTnCfHA/+0T3qTm+zKCxlqTheJyqq8CL3pXAnwdySWwCjKyR1p7a9YEAQRoWQOmskGA+2Ic85H7T6OWNKIYPOghP2IlYtQj7yMYLKibL0b4hE0QJi1GGavQH39zwCIDeshowB5+4PoL/0CgjPjbd+vF0Vqva7p1+flZTIcjXNwZIJNBdlckpeDadY/OLFMocUfZCQ+ybahnUwkI2wZ1JNhuoZGXwFaOEjq0XsRswsQ5yxBC0wgzVmMZjShHngD7dlHMGgaupwchuflkpWZhTgyDE4P6vEUyBrK4QykuTeAeZyMhB/1zG6uqq7HpHdiSdr4lrcbTRB5NJ5HYEzPRfUV5/Qv22rg20tyCCdVBsIKfzga5OJSF5omU5LRw/aR04ymiliaWccFpU4Mej/7h8d5rWOGUE+PJ/jenkE2lTiwiAn6klFcBhF/Mr3gZtv0DIX0/K7EifFHKc6fm0dhrQ2n10Rbk4uxqWA11e9kaWEBD3ad4Fh7OhKqPRjCIIhsyC+nMzhBVEvxmzNvoqKxb7SXD5U3UOfN4tBoPy+ltvO5hkV4fNmcGoTkWYGU8TEjvoUa470C+5IqUlLlw08EmFhg4RvKGZKqQqHViSyrOEtFAl0q9nwRTQGjomHdF0Vsl/GaBAzrrbQd19A0DWuuSGz876INRYGRV/VkL4Di1Ua0iIfU4dQ51yhRAX9BMc4sO4Ydp4kV5CL1T6Ark0ltdYPRjX5tEDr9yF0BdNfPQR2LIeZ6UeJRaB4jHo/zjT33c//pLUTlBDpJxxXly7nrsw34ePcNzzl9zThXIsZjtLAip4QHWg5PF2fLNtvJs7yzBt97Be+Ty7+I4MhJwmMtmJ0FuHLnMda5jRNbv0JO1aUMnn4KT8EShltfIh5K77rzaq9BZ3AiiHpUOUEyNs63vvkVPnjNaXYe7CMw1k5V5iBl+Tp8eXMxT/lVGi/+PcGRk4iSgZ6mhwCwespw5s77p32UdEbKFn0WT/5iEATceQunfD//GMqpHagv/Q5x6VVoI12IpXNQj2+DWABx1XUgiEgLLkOYHEDZ8VcEqwtl258QssuguAGOvz7T2PgAJGfCbdVjWxEbN6Ce3I5auwqx9jzUM7vQQhOIxQ2IZ1VsfAs+s5FP1VegdIRJ3t+FFg8gf7AQXYPrXX/Dmckgn37jEEtzYSKZ9knElRTHOpqoV0QEmwMEEbXjDOgN4PaiNp9A8E+iDnZPh0uLg4Powm605SsRB8fTWmTBtONfm1CQdzjRLQ+gtBzhqXXreKD7DYpMNu4N6THtT49D/dIL6ZMb6Bsxkp95LrkbJBGPWWR3f5IjIzJHRuDi6i5+cuoeAAQEfrf4dhZmzMZiUBmIDVLjc3FyTEESoNhp4Pn2AJUekYdPyfgT8Ll5HppGExgkgdbJBBUeEXEyxUhlkm97DtLS7sfcpeM7DSuwmZ2IosC4X6VANDEUmTn1eHRWLsqeizLhot4oEk/0nhMIMJ6I8reO46TUNJHd39PEz2wZeFGxGCE6dds9CPT2R+gvC2EKGYkOOEi5TJQMJynMs9MW8zMYDWEp0kggYsvXoTNB/5spSioEYuVG5FIjloiCZVxGMkqYPSKxERVbgYi4WIe/TcGaJRIZVsmokzC6RFIRDU3Vo1RqGFo0kn6QTKCmQJBgcMKDecUygl0aNrOJnEATho9WgU5DfvQoaCAtyIWgHuV1B/K4hm65FSF3glu3/YrH2nZQ4shmTX4j+4fP8Lfm7XRdfxW7d+9GfBfF738Gn8nCeDxCvTcHo6gjz2Jn/0gPi7IK/0ft/TvgfXL5FxAcPcXRZ29FkWMgiNRv/CUjHdtAU6eTHfUmF/HQnunPBIabyKm6jPDoafpPPkr2rEsYbn4ObfQUywsha91FjHfvQE4EGWl/lZyqSwBwZM7GkZkO63TnLyARHsFkz8Vk++/JnRgsbrIq3l1h+R2RjIOmou76G+Kiy1G23QdTjmRVVRHq1qA+9E3Exg0IvkLUqfwWbbANIb8arXoFTzz1NE+cGSfuibMix8RNBTJukw4hsxgtMKXUK0qoR7ekI9IAxepG/4nfI2a8/UHSYgrJezrRpnI+kvd2In6vBtH9zmTZ5g8RTskYpXNlWzKjcUJndjHqCKNtqsbXr2I+dhpp7jK0kQHQ6RDsrpklVG/A4M5Fb/Wh7n0cNA2hLIy04jxSfhGpGtTtL5PKyee1mB+AVTYfpm3PTH+n+9Br3G9bxI62KHeuMtGQ9Xb7eb5DmpbYCiszORQaGn0T3cwbV5idlY1OUtCEZjaV51HhyOJPx4NsrhLY2RdjLJ5e5B9vCdKYaeTFzhBFDomIMsYbOSoOl0xLX7qPMUXmdHgYgiZMnig6n4IhYeWWwkW0xAfJNjjxRnKIhHScaEuPRkVFDgsy8jgw2o9J0lHvyUAlRH8kSZ7FQ4XRxZ4jzTRsTfCh1UX02BzYUEGN8N34Hvpbw0iCwMeKlnDIlMPc4UG+J9dzpixFuT6XgWc05FiauLMW6BBtApEsHQNbpsoKOyXKFwtkRyRGmxQsmQKjxxXsBSK5yyUSfjDKAoN7ZUaPK/jbFZQ4mDNFclcpxEJRnBY9UrMfUW+kfdjMxBnIXapDbzViWFKDmOtACyZR5+SAXkLpmkQYKUUbTI+BvM1A+/phHmvbwYKsWWy57IcYJT2qpnL9lh/z5L5dvPLKK2zatOkd5+U7oT0wzkQiSondg89s5cMVc3mu5zSiILB7pIdlWcX/7bb+HfE+ufwLiIy3o8gxjLZsHJm1xMKDuHLnYjC7EUQ93uJVpOJ+TPa86ZOLI6MGJZVAnMohsDgLGWp+drrN4NBRLM5CgiMncGS9c9ix2Z6L2Z77//jvE6uWoh7dklY2trqmiSXd0TG0Q8+/1SFIRM/5rCzqueZP23lu51sSFxO8BPzB5+TVb91Icd08lO1/QVxyBWLFQuQX75r5cGQSbbwP3oFcUDW0sxVo5bS9/d2QYzUjArsGElxdvApVDlElOFjccoQzxn1MTNXaGc+oZ87GD6Ie2YfW2QpuL9L6SxFsdtSIHyUrA2tbO0KRb/o0o7XvRbywiNBl6/CmQoi6S9EQ2JxRTXsogs0YIJWZg344LQUUyy6mK64jlIJXu2PvSC6NmUZ+ttrNnoEEbnsxW4YlZE3BLBmRkj4O9fspP7STuuoact0+5nhyaPPriMlBokoESXBNt9UdTHJphcTC/AmGYkF2jQSQMjy4jCAAtc5MVppqcARtOKsSfLv5BeKqzBfcaxg5lYddzWAiBY7FIqeaZ04qra1GPnnReYyWjhJMhvh1871MJkPM884mrpi4qz2t9/a9DQtZ0x/Cu6UbISyz+0o7/fF0YqOiafQpYzjsbn6ctYcbwvNY+/sokWUy42e5FpIBDXGhhL955ibHAxBRJfrfTNvcIkOQu0yHqNdof0ZhzmeMdL+S4q3c5kBH+hQTHA7T7Psd3pSPvL/Oh3iawIrXlXImYENvExg/oRLoNFO4RsCeZ0F/5WyUN7oRyr2oA+eeQvYeS4eV31S9AeNUWLsoiHys9kKebN/Fm2+++d8mlwMjvXxh7wskFJm5vjy+N389jb5c+qIBHm47yixnBhcUzvpvtfXvivfJ5V+A2VmALWM2JmsWY11vIEgGUrFxJvvSUVnuvEW48haSUbaBRGgIORlETkbR5Bh6iweD2YeiJDA7C4kF0hEizpy5mF1FZFVcQEbZuv83fx5iVgn6j/4SLTwJNg+CToey5R6Q9EgbbkZ+9U8AqEe3IK76MOL8i1CPbUXIqeAvz2/juZ0HWF3k4NfrS/Ca9fzywAA/3jvAF+96kMd/UYFYWItmtCBYnYjF9dNFxbB5ELxvD7lMKTIpo4Lh+iKSd3eAAoYbihC9727im5vh5qfz6jnVNU7BqJ4lO2zoVRF5hQt/f/P0df6xU2iGceicIsPJcbTBfoRoGMk/gRSXIZJE0BsQl61DPbwHqWYO0twl5Nj1gAfO28SrHVGEzl5qFZlTuiLimz+CqeUYSVXgcX0NJ0fSUXIuLUHy0T8i1c1Hqm44p8/zc0yUuPTs7C3li1VfIK6O0T3p4RcnvGga/MSnkW/IZWePRPdEks0VVv54fiHNgT5ULYAguGmbSHFNlZvBUJTGDAejUSP1rlKeaU3hMIp8uXEB2qiHI8fSY6eTjFxSO5dHB/fzi5Zt/Hj5Zlr7k6BLEbJq1JXnsrtJQa+D2fOC7BoLUJ/l5GT0CJPJEPOtVdQrJZS7S3ClXGz1t3JMnGRN0o4QTq/yGUEBnSBOZ5mXWWzMS+qZ51lH5p8HQAVDNI7B5iA5lVzvztMYjqm4PDN+CdE0LXI8MzeCGoF2lZKNevT9GgbjjMKDIAKigGX2GNZUKbmmGkjMCIMawjF8NU6CzXHcriSxmJ725zRqrhFgdy/yS1OCrSscCH0etAnQrUziCKV9KgOR8XP68tZru/2dfS79kQBPdp5kIBLgoqJqlmUXs3Owazoi7/BYP6dODbEsWcSlc2dzYWEVelF6x7beS3i/EuW/AFVJ0XfyMdp3/wyAzLINjHa8hqZNiTWKegrn3ED3oXuxZ8xG01TCY2fIKF2PqqYQRR12XxWxUD+qHEdnsJNdfTkO39v9Df8O0ORkuv6KzoCYWYTaexpl71MgCkiLL0ezetMnnd6TbLjzYXae7qL9E3PJsc0s/sseOM6R4ShDX1yKQ1QQvPnov/AgqKA270YLjSMW1yPmnjsGpyYH+WnTFkbiYb5Yuw6PZsIlmijKzXpbP/sjkzzXc5yRWIgLCmqZq8sh8aNmtIn0iiQucqK72Exr+yN0nUj7rwpz11NpWIKy5anpdqSV56MFJhHMVpS9U/4jUUT/ia8hZmSByYIgpR/60ajCWExBOHOU4uf+AIrCWMMqBpddzr4JEbNOw2GUeLEjxiybyrU9L5F9bDtIOvpvvJ6j5gB5xjqSKR+NmSYcxpl93l9PhTg6ksCmB38c1mRr3HU6QHjqBLex2M43l+QwFkvyt+ZxTo4lWZZnZU9fmMKMVl4deZ4Mk5e5tss5OmSnIQNkcYjiQC0nW2cWYV9tDy/496GoKstzCnmpN30C0YsidxZ/iGhKQ7b7+c+Tu5A1FQH4XMMs+ntOc/2bG7C0GkmtlOiskIjaE8TEfpYG7CSOjGLqTIIARz+dw/7RSbyqmfLmbNR+idAlx1jxFz1CJL24JtcWMW7xYLIouHYdondOKTujXuqtInpZI6tQREjA4D6Z2LiG0SWQt0xHfFLD5BYwmQVGziioCqQiGu4yiYBNQT6hEukEnUWjsjSE6bUuAJQryog7zJh3nkTsHEPzWpmcU4/HEkA4MYjWMVMOW7p2DvRH0JwCifk+CkqKEFIq962/nfML53FguJnrt/6E3vAobW1tlJa+XfrlV8ff5K9tR4G0rP79513F7uFu7jo5FYWIwO/Ui5n1tBvDLUb0K/+5f/S9gPdPLv8C/INHCY+lEwcFQSKVDOMtWsFY13YA3HnzCY+1Ys+YTXismYzStYTHzhCZbKdi+Vfw9x8gGZvAU7gcUTRg91VgtL49aurfBYLOkE6AnIJYUI1YcK6yrxoahdEu/ONjWPQiWdZz9WCLnUYODUWIVK/BZRYQSucg6NLmIanuXPn5t6BpGr8/vYPjkwPUe/J4pOMAh8d7seoM3BY9j6CaZE3uLAptabXYh9sPcGKsH78c59X+0/zlvJvI/0QpyrEAglFEmu9G9Bopd34MT8581NFRHHuOoeVNIi1cidrVhpCZgxaNIuSvQ+1RERpnow1vgcFWiEcRrDO70p5gim/u9JNlEfnOia2gpDcXvmNvMFG9mEfOuABYkGNgTYGBq9qehWPb0x9WZI737+cHseeotNfiSH6aV3tcfGlBBnZD+nHMMENUDmK1DJFjEbBYy6eJBaB1MoGsarzZF+VvZ0IoGhwbTXDbfJWfnHkYDY0KWw2BeLromE4XQyFJZpbCqVYdGrC0UUAxZHCzdTWaNcC2oRlVYrOkZ0Ln51dde7i4uGT65KEB/rjIh8LnY2k1oDkEDueKvN4sAxKL6wv5lvnPnKpt59YVm1geq2BWrpOKVC4tTyRQVHCsj4NqRrfMjXoiABKY8nQMblWoLe1DGAxSOHGctcurGLd6UScNhNtVCtfq0bS0Q15NQccLaX+MZARfnYQGBLsUdCaBtqwIgV6RjM70eMpRgQmLhZx1HnSqgGZTMQcnETvTPi5hPIJHHYOtnUgbK5CnyEXIcyKYrAhVZqTZTsSD/fz2uq9w4x+/yeYXvosoiKhTY/PjH//4HYkFOCfEOKkqBJJxJEHkgoJZhOIJNiYqqHwsPWfUvveultjf431y+RcQD/UTnexIh/YaHfgHDmPNm0th440ko2PEgn0EhvaQVbEJkyOP4MhJBFFH6YKP48mbhyfvn0d6vdcgVC+HRJRFc7s59tJuHj09zrWz0zUqeoMJXunwU+gwkGMzoB56ASYHEMvmIfreXSZDA0KptBkj1+Li5b504ltETrJnvIu9I50cGu3iBwsu4+BoN5sny/jk9lwSHpEn6wcJJGOYM/UcnxfAn4wxS5Dp7plEJ4gsylmAZSCM5suAaBgKvRCNoSajSFWbSN0fSGfYISKt2gAOE2Leub6go8NJ2v0yxQ4TCVcG5p4p05pOzyQGRCFd7qPDLzPbqydWUoN533ZQFGLFxezVpfXNWkInuNgX5dVOiQtLnCzKTT+OI7E4HtchnhtMqwonhHVcVLKS5ztjCMD6Yh2Pd+4irCT5cE0RIxErYzGZuDqKNhWSkKNfxktt6ZNBq1/ipvo8zqjtrF5ViqgY2HdEIxQxIwhmyho1Fvry8CfiKJrKJa4ltEVHicgp3AbTtGlLAAwSDCfGsZFDvEbizaEZ6Zz9x8HR6GFFRh574gLNtn7kln2cN7GI7IVZRIsUdo9HWTORgbK1l+hSOzuqB9gWf5XF58+nYXJKpDWhkP3aSSyr57FzZx8vnXiAxBP9zKqu5JIlH8IwOqPfpSTSZGPJEBk/oSAYVQ6EghTrXOfcM6OiIbzeigIIehHlitpzyvAqSIiVWYhzc9DpLKitCbSIg9RfdIiVEoJHQ9nfx1W1qym/6hfcPbCN5r5OCkwebv7wTaz9zHXvOp8vLa5hz3APsqayNreMDJONz51+Hk3TuMWzgMVP5iBE0idKsey9bw57C++Ty78Ag8WHIEgYrZn0NT2YrqcyfgZPwRIik50kwkM4shrSf5l1CIKGKBmxet55R/O/Abry+aieXD6fNZ+/vnE5H32xnedaJ/Ca9Tx+ZpxwSuXOtYWISormldfxgM1F8NTr3Fy9ivkZRW9rT9M0REHgE9UruWP/k+hFkXR+dxpWnZGUKnNkvI/jkwN0twyw+FEnKGAcgs2mfMRSK8MnhhnQhnlZbcemN3J4vBdJELmpcgk3FFUjtBWgnAwjmd2Im+vRWYz4D/gxKjN5RJrkQ7jqZtpSZswhmXx7+nGxGdLL0pGRJAdnraUeEXNojP6GdYxas1hdmMKkE/CZRdDgFWMFJVfcgVOJcNzSypae3wFQaq1iNGLBaRDxxzX2DkyQZY+TY4Pfd7023Y9ne1/jP+pXUuzwoBMFTkRf5vn2VwGoclRiSVxBttXGWETgorz1vDTwGrJ87qOdlEVOBgeotFUQiYiEImlSGB9uZ9+P/4uu7v0Y3U5WXX45eUs8qIa0/MlIPMqFRcXEFQWzTsdEYoxnPD18rPEiTEELWWUifRPp3bbLoWIyu3iqK0ogmY4MXJTlocfWjSXiY3e4g5cCHViM+VyhF9lW2Mmdg2kVit2coLzwDmo31cBIkFS2i/sf2cY3H/oIKWXG4fJD05387mt/o4L0qVdvBUEHeruAs0zAWJ1ClII8FhT59DIPtnYBS76Aa7h3ZjBklb1GI4uXV6A/04+c66U/4MNdm43WE0PX6kLe8VbCjgYeFbVnFLHEA2aJhp5Kfn/hSpR9U4nO/aC0TaKrfXskp9KrsDRYwJ8WX0lYSlLu8GIUdcx2ZXJkfIDfje3Fe52FdalSdF4dUs3/HnJ53+fyLyAZHafr0L0YLF46D/zX9Ps27yw8hUtJhIfxFq3EU7gUveGddcf+N2P37t3cev11nGhPBytkWHR87dpNfOqWm0gefJ7bqpfQFEovOna9kb+sugkEcOjN6ESRJ7uO8HLvSRZnlnJd+QJicpJQIsG+0U62DTZTYHUTTMXZM9LBtaXzKbZ5iHeEWNHu5XBJAL0msciYh/npCYSoAiaRnbeIfKP9RbxGK2tyZ9EcGKbR5GJzSw+ZORXolq1AMKWz94+dClLyYDe6sSRIMH59MU8bdPztTBSTJPDDVW4W5BiJplSeaY2yvTfOuiITHqNAb1ghIWs82hwlMbWZv6TcTL5NR3dQJqlq6EUBtzmFot+NRgK7UE/zuIMGn5We8BC7gg/QFx3gkxXXsXP0IMf96RNRoSWPHG6gyO6gNxSiXf0dI/FJ5nvqyDNXocOOW5fDnpE2Aqk4t9UXMhEzc/8xPf6kyoJsE3VZfmrcucQmLMipOLsPGmk79QaP3HUlcip2TkmESz/wKVZv/gFScT+TaoAsq5nmiSBlVg9ZipM98a3EtQl+XP1puoMip3tlUloKS3YfR2OneL5j5jRTYLPzyexC5g24Me4dJZCr58GyIPV6Fx22U9w98ML0td8s+ih5W+aSvUDir8m/8Z2LP44OPZ/f9DMaC5exv+M1fvXKHZiMJvY91o5RsmBwCMT9Gu5yiUgkzpB+mMNyG+OJbGTZSpVLYHanlxJ7FOHxoyCrdG2cxXcUE3eoXmwxhUxHEN1kEC3TQUiyk2mMoA0EwG5COeVGKhhC2THl5K/2Ic7PQxsMobw6I9Ovv3UBuvpz/YHKSZn4z2OQBKFMxPRpE6IvTR4dwQle629FRWNdbgVlzndTynvv4v2Ty78Ag8VL8fyPEfV3k1//IfqaHkSUDLjzF9HX9DAVy28ns2zdtKrx/zUsXbqUoy8/zskf30osKVPts2D92NcRC2uJW5wMD56evjaUSvDaQDO/OfU6te5criqZyy9PpKVyzgSG8ZlsHBztxmk080LPcfKsLiaTMRZlFHF+/my8U6KhTdlh/tNwjEMT6Z3pte65fEKf1iAjrpI9ZmC2K4cyRwaPdaZ1m5rox1M0iyuefRiprBShOO1XCjkM/HllFrPjCkGzhDnTxN/2puX644rGgyfDLMgxohMErqm2ct3smVyaaErl4FCCxKmZEG1/XMUgKbzQkY619ZpFrqgw0+VfxdGRBF+Y76DUpvGT/UHmFJ+iL5oOYf5d68N8rfZjzHaWo6IRj1WxtUMjy6zSExKYnVNDVD6ER1/J891TUYeGNq4uy0cv2umLTKLGM7i82EqGTk+2XcVst/KtXX6W5g8Tkw5TWr+Cu775CRQtReltn8K7bAmx3j7af/1bnnnot3gKriR/fAH184bRSyli/RUMB2FQhdrSi4nnnaJlUuCJbSl0EljMEkWZMlWOCmJ5YV7rT+/qN+RlUdOXieGZDjTAMRznco+bJ8v9OAw2LspfhqwpdEwOUKMV4iyJkhjW0XX8KIlEjI9t+DYb69Mmp0vm3sRosJ/7dtzJ0088yweuv47YmIrBJnD6oQSiHmx1KhsbKzk6NkIoHCT3cAVyxEibZCT/uuWE7Sq3nwrgTypsyYjwKVsC/dNHp+9Z5ofmIP/tWFpnDNBdVo2ya0aGSD09hn5zDVq2HfXMKFp/CGlFEVL526tFysdlmDp0ae0qapc6TS6lDg+ljkX/5Il6b+N9cvkXYTC7MZjd2H1VZFdsQtSZ0Juc5Nddi9Ga+X+WWN6CWDafmjvuTmuOZRYjls9HEEXs9Wv4lDuT7xx6HhWN6ysW8WjnQQBOTA6wJPNc0+FAxM/2oRY25dcgayrd4Qm6wxPUeXL464ltTCSj+ExWbpm1nENtMyaPrePN3FCQjyWQNmtYXFbm6QsxiudOdb+ggqRjVE3hUWTiiozZOEJGWYhh2YPHaKPcpZtOcATIsIi80RPlv46GKbBLfLzRQZk7HcDQHZRpmUhR7tLR5pcRBVhfbOKx5hmyGY+pSPpx5uSF8JiL+MoOP3a9wMZSM35hpn96UYequjgwMI5Jp2euxw7I6EWBWEojFl7K1QWVHBibUZEOJBN0R0bYM7aPjZ4v8XRbDIhR7TKxQPaSXTlJsTtOpqOXqGqlrflFxoZ6yFi/Ft/K5emxKi6i8Mbraf7eDzix/1GKKxbg18fxj8NUpWYAQn4rI2aJgSlntqxAMCwQCLi4d2APNW4PN1ZUU2514Fd76Tf1cLaQiVvWkVS7+UPHKwAUmLP5ZvYnMIxmYHMGcbaM4e1JD3ppxmzORmlmDQBx6xgDu1LIMciokxD1GvoVW0ml7AQOFVPvLcNotRN1gsEjk5yUad0uUbDCwFdzdfQaU5SOTmIcDZ2TNqWNR6eJBUAbDiNWZ6CMpqWahGwr6ATkF9sRjHrEJQWIC/MQLH9f2BhE91lrgQDY/2+tDe+Ty/8Qkt6EPaPq/+1u/NtBEASk8vlQPv9t/9uYX0O5I5OUqjAeD/NA60z1xEyznVp3Hicm+8kxO/GY0ieT0XiYek8eTRP9FNk8lNozWJJVhln6/7T33oFxlHf+/2vK9r6SVr13yUXuveKGTTEdQgkkgeQISSAhyaUfuZBeSCGVkg6hd4ONscGAe7dkW7J677vaXmbm98cqMr4k37vfHUnuzLz+sXd2dmb2mdXznudTZfKTdpxJI+XOLFon0ua2xb5yTBleYp4AjqosCqpspFpbaA4MUe3K5nRgEIfBxALBwrH1m9ge6KLt7YNM9+Tz+zN70YAaVw73zL6MAruFryxx8/DxEAV2ifWlFj61YxxVg56ggtcc5nOL3IQSKt/Y7actoLAwz0RthgGPWeS+AxNsrrRxbDgd2VTshLfHtpJlLOLV0+kowWBSo92fYlPlHMZT3ZwMNHNT2TX85PgJYpNRaEn1NDfVzsEiww11bnqCSUIRD9NcDprG09+71uOlL9pOia2APf1na2qd9MdYlquCEKMuu5Onu1+nJzLEtNF0jxpjxrlP3MbMtHkmlQgypwoeGerChJE5efn096Wni5LiOKv7MoiUR8mZ0YKqKRj9FQRIl9tpHB9jOBbjmopMfnD6YZbZ6vns9JW4jydRnTLmEicHJ9J9UEQEMgxO7KYUWf5RhgUXvsE+5i9aAL+FbY2PM698NZD2x2078RgAdSUNeEtkIoMqZg/YakYIJxOobyxCU2ACKFqj4jaEsO48CuEE+Wsq0fYNM7cgm5m5PvryWlCkQgSDCEkVzWxAyLKloxYSk+kFXguaANLacgSzjDQ9G3UwjHo4HZRB6xiYDVD6lysXaaEBQyIdASbPkZGqzh9/yn8FXVx0/mEIgkClK+30DCZjXF8+n2c6jzIno5C5mcUsz6mgLxLAKMo83Pw2Va5sxhMRLiueyeUlDbROjHDfie0MT2Z9fzxrCTN2yXx04WK2Oc8gjofY/40H8Ty3GSWZorimkituvgXrqjr2DrczO6OQCwvqmZNZxFvBURKKzFA0QNvECFbZNBU0cCowwB9O9RKJqXx8jpOHN2YiCXBiJMk7OlMzNpnxHVM0ekPp/+/pizMzy0CW1URtppGhSIp7l7k5Md5HZ2wf24f2cFFu/lREGYDTLJJjyWCV50YIB+galYgrZ4uahlNJHJYAqjCOiEy510pLsB2DoPCp6UtJqHEOju1l1/ApKuwFNGQZeXkyh6TcZcTkSyDIBgLhMXoiQ8zPrKMt3oEgi4y+/iY5mzYiWdJ9fYZe2QbAzPWFbNX2Ue1280JnBxbPMWZML2KR5qBsSyeCQeTHJS/z2Eh6/9XZ86mxLMImy4RTKRb4sjGrCdxGO7vCjYRqonxi0RVIsXxynQFW2xfym/CzfMn7UfIOVBM+LhCvT+BNRSGmsGrGfOq8Zbx05HeMhQZpKF7K/tbtHOx4nWkFC5hZuJhuSzeRReOY7FlkjqgkxjP/nIQPgJoSsTWeQQukIw+1V04jbVpE8ikjYhy8l1TxSsYDrL/tY8h9SUiaUFv6kK+qT4uLQUS1GRADcQSXGbE6EzHDihY5N6NTsP3lqgVAdIkYL/6/WzL/f4ru0Nf5p5FSVSaSUWyycaqcxp/Z0Xea/cMd9Ib9WGUjbw+1sTynciosGWC2t5BwKsF0YzY+s5lPXHQtwcERLEXZGLxOgsdb0RSVD33nKxypSP+R51ic3F67gn8/8hIeo5USRwYHRzrZVDSd5zrTT9NmycAHy65mW5uFDaVmbpzs0hlNqjx4PMj+/gS1GQZqMwysKjJjN4o8dirMTw4FmZ9rJJzUaBxJkmEWuXWmnQ1lVvaPnOCT+39EQk2xMmsRsx3X8mRzFJ9V4s65To4OJeicSPHcmSjrS8xkOYf4dfNhDKLIXdNn0xuO8fhJI5IgcNN0jWf7H6Q7MoTTYOfC/AVkmfLpDhhQUm5cRhtOk0wyZaI3lGJHdwirLHLnfIUvH/smF+YvZEvvHnof2M/gc40YvV7cc2cT6ewidLoZU66DWx+9h55wOasLCgnEo8RVlWq3m2RPjNKUmbLpmdx89GsEkmHyTZncm7yS8iYrqXwz3Q0WdnKMt4f3k2fNIKLE6AwM8g3HB6n4U4DmawxEvMVElXGsz+WiTCbPm1wwbWGUqGhgXB6if+QUd33uXvYfObvCnV++hi9t/iW2GyN8oeeHxNUkWSY3Xy67GW9cYGJLCcmgBAKUbRbwvHEM7fRkzbZ8B1p4DlrX2SnvyI2P4bEvotLsQuuYQOvxAwLq6RGEfAfS+gq0E0MImVa0SDLdnmF2Llp/kNTODsQSD/L6CsTMv91j6b2KvnLR+achiyLev9HNc1VeNdFUgsfbD/Gx2pU0+fsJJePkWJwMRNNO9kKHlxe7jnNaGyR7ewvBwRFyr1pF3nXpoIpo5wAnP/Mz/vSDn/LIS1voN0UpsnnYM9ROUlUYigVZmVfFaf8AbRMj3FK1mEhSwSkV8LvjBuozRczyWTu5xSDygWkOFDXI46cjvNAa5dRokjvnuriiysb0TCMt40m+uz99faMxlYODCURBINdWyQdLPk130E+xrZKHjoepzTASTqo0jyUpc4l0TahUeWS6ggq7+11syFtOhkVAY4KnTplQNA1F03jspMi1MzbQGW7n9EQXte4SzIKdvmgjCfE0ZpsHo2RG1OZgEAUuLXfxWncQl5TLh6s20x0ZZEPeArbcomK0mBh9oZmhra+CIOCcW0DRvyxCMgms9hoxaSIGMUmpy025w0t74QQ9GhRajczwVLNr6BD/Iq6l4nkVCGFoDZHrzeGh5OO4DDbiSoILfHO5TbmGkhNJiKtUvibSf6UB76iXk5MWPKtXoyQ/hNAbI+6DA9Gf0xrYwbVfsvOZwCN0vSlSNiuXUnsD9iwjL8deIa6mPzwc99M+5CdotZC5boj8RAYmLcQ+/0OUzppByZgTJhJIi4tRdmpni5NKYDTakWMeBItGansr0vx8lH1pB77WG0TrCqDZDGjtftSTaROkcqgP02eWYlpUhCCe/X2kVIVjowNElSTTPDm4TH+ly+t7CF1cdP7XYpHTZTC6I+Mszi7HGZG4wTudZnGMmE1jS2/jVPb4yd0HQBTIuXzFVFCFpTgH94JaxnYd42jTSd72Bsi3uogpySk/zvMdx3hg+Y2YJJlcq4s/nYzyi6Nps9uhwQSL886W4ggGg3z23u/z+0cfJ5WI4apbwmMbP8L7audR6JKpzzIykTg3w9ooChwYiPN6d4y1JT62tzrYXCkSV+DIUNq8cmIkwUyfjVPjIdaWujkwOEaeO8xQ0M6ODiMfnWvEICkkJu1oJklgz/Bx9o0e5vKileQaC/hZy+McGW8C4ALvLC7I3szXmwLk2ATqfGO8r95IKGWkPzzK/tGT+EweLilexuK7bqc+v4Az9Z001fWzJbQXgyRR7SpiKNaHQxhnjbGGTHuC1mAj2zqjNAYiPN5q5UtzNlJqL6R4IBuYDFwwiMiCyMrshRjUcnrDSSQtg7K3xjA3ZKIZMsEk4e7XMD13htKVVbQdNlCcG8L8ajsqMLFhkNb4jskxD/CbF3/Ea88fJ/JQCLctg+uuu4VZH10+NcYCArluD7bnysmqUPA0tyF0RVlZfDkj9YUMXDJIXn4R/Uc13Es0DEkNgpC6SMOqzSKnyocQn8xvEv+D0z2UQBuLwtg7qmsG4hBOIrjP7Yn0bMdJvjVZiWFDYRWfnbkSm+H8KOXy30EXF53/tczLKub9lYsIxCPsHmzlxyOryNgZput6OJDsnyru1+At4BUBUDXUWALJfPYPWommJ/AuewSbbCSuKjT5B/ho1QqWm0sozfJxYKQTWRSZnVGEUT73adM12RUyFAqxcuVKDh06hGg0IxotDGz/LaN7nmX7tK3cvG4+ALOzTXykwc6rHTEKHDLBhMLCPDOFDhmrQeC2mXasBmEqMdRtFKnyGDg2lOTKKi9N4520Kn+ge7ifCnsp10+/nuc6z/CRmTP4fVMUSYCFxX082nUEgJ7IEKGEgd5oOoz5446L2LyzmO1zBJxGgaqcIzzX/xIMwkX5aymz1RFVY0wkI0x31eMeLqDvg3GeDh7gyPhpVmTPwijKdIUH2dq3D4DnDW/xgaCHnq4XWZm7gYRjAS3BCK/0NrJ1YCuV+e+jsMyB5FcYX1DOUJuB2nlL+FV3ugJ1sz9A5epl1I/YsJ/sR5hIYlsno0oCrtebmT4zG6N6tmOMUbMCApqm8rvvttF6IkSxI5c5BfN5o+8wP3vgu1QMvMYt936cYDJCiTUX1xtleGfLZCUD0JUWAqEzhL0gwqkjBfg+YsKSrXDiqQSOQhGTTSCjKkkkdIw3+x5ldsnVZFxcjTIQQpyXj3piCLHIiTYRR+v0Iy0vQdnWCoA0Px8h41xhSSgpHmk9MvX65e5mbqycTaUr87/12z8f0MVF538tdoOZ2+tWEEzGGIuH8f58BIwCp4VR3hhoYYY3nw0F9fgsDrbOKYUDx+l68HlK/uUyRIuJ8beOEzh4GmtFAc1imLuLLyDZMsGNuTOYfsCKfXeIRHGKE/PHeXjiEEuyy3GIXtaVzESUJsh3iFR707b0+++/n0OHDuFbfg1lN30N0Whm8PVHaX3w03z3K//KzevSOTomWeCGegfzc4w0jSaRRIFfHAnhj6vUZxq4rtbG8kIzXrPIydEk+Q6Z+w5MkFLTQUp3zLXwx750JNKZUDuXFLVz78K5FNg9lLq6afELPNK9Zap514a8RfQlmlie3cBLPbtZ21GGsTtG8XSVWdkqrwy8MjWeW/t3cGulizkZtfQFZb59uBPo5OJyiV1DhwF4oectritdS/PE2fDuiWSYpJguudLb/zKzSuYTSJoZTQwSSkX5UueD3L32A9SFawhtk0HQCMbe0ZISGB1P0rLbQPWCYmzbzqC9PUj4ynJMewZBTZIocGGYjPvOOpbBuou+wp+2/YTWE0dYX7SIx9Z9C4MkE0yEWfPc7Zx48TCtt7RSklPBrMQsHJkyahJEm3ROaLEqi8hm0FQFjyNE5cwYibiI3ZGkZXgH29t/hKYptA/s4UO1j6PtBjWpYbgmD+XFJrThdAQcVhn54moErwWp3odgPtdHaJTSWfd/riOWYbTiNLx3nfmgi4vO/3JEQcBltOAyWogvUlFawsxQfTwJHBvrpS/sZ2ZGIWXrlyDtbaX9zeP4951EsphIBcKIJgNFH7yIYDLGvv42PvNyCdJsN8pb6TLpxrY460oLeNh0iNOBQWZ4JGbmdnNkrJvfdrQykprGRdp0nnzySUTZSOkNX0WaDJPOWXU9w7sep3HPDgKBAC7X2W6TVRkmqjJMfH9fAH88Pd01jiTpDymIgsDqYiuri+FPJ0OkJmfDhAJjkbMrJ5tsJt+aQSjl54mOQ9hkKzuHj7A5fzMh1Y+o2RgOm+mINXJw9DQb8xdhHjag+TSqm/1sznDRZM2hPTzZFdXqY9fQEbrCA1xffNPUeRLKuUJQGcyk2JvJCX86A73BXYoa7kCWzBQWXUuWs4aarDhfbkw3RjOIMllGSAQTgBU0mBHPYYuxjUAiwXxXDnkD6UZsqclVpVjlRAslaLxQovxQDMfT40hrctDMBpJWC9kTdcSOvAls4+PTr8Mgpacqh9HGrXWX8fFd3yb++jNcd+ujhHZlMTxZ40yYbiNveTacGCdZ5mXIE2ao8FccP9LIHN9mKvd5sJrgzKpBuiJHmFfxPuxxB12RY6gvaqhtadFOPmLBcFklWvcoWAyojcPIS4qQ5uX/zVy222rnU2R3E0zGWVtQSbb1v9b2+HxFFxed/zMYF2bRaY5iGR/mw+VLSUoKy3KqkEWRKqePoZ/X8utfPkDfzoM4VIl5GzfRuigXc2G6LIcHM6TUs1mRk9gMRjJMNpZlV1DhzOK+E9tJaQpXlM5me88pKl0+EokEgiQjGs81m0mW9ASSTJ7br/3PeMznNpzyWc99XeQ8+ycoAHaDlevLLkRRk7gMdnonbDx5UsBnrWK6L4DNpCEIEo8cLUYDNpSHsJrNDMXGebJrJ9PnFPFK6QFG1SAfytnETfJGWoNdjCUmEAWRF3remryOs2NgIJtqZzGnJzp5f+YaVoyUY9wXwbTpFvYHT1FosJMdM+HKvZEfnhog2X2E91fUcGPRRt4eP8r3zUvwnQqTNEUZmuHEmEjAhImfVS7DH4+TbHSgtMoYbGDKFFE3FhMNBxmyjBDpGsTxenp1qLzSD8uzOJZqptpWhKc97QfxJybOGTN/PP262nURhqSXyNDZ7zLQJGDeUMB4LBtLrsRg9kMcb063VdgS+DaeS75LTAizpeu+yQ/ABZUfZ2P3zRAX0awpei87SLfhEF5vEbULNmCWbJBSEUz/7+mywO7mQ7Xz/5/7vJfQxUXn/wyCLFA4p5Co30iGplDtysE0+UT7o8YdHBzu5IIPXIv0wffxkZplVHtyeKnrBL9p2U2ZLZONLXmQTKL2RZGWZqDsHiNaZOApdxtX5c1mJBbipH+AVXnVRFJxnmw/zGXFDcRTSRYsX8rRo0fp3/oQ+Rs/DECw7Sj+E68zc+ZMMjL+em2ojeVWRqIqjSMJNpRZWJxnZkdXlNbxFOUemUV5Jr60yMWe/jhWg8hvTkS5pX4tWwM/Z1nWBfzqiEBSTQEpwIXbWIamGhAFcJlEXFI+LnOQ60rXYhQNbA0eZm/gJNeUruHLpx8ipiRYmzuffGsWL/S8CcAS3wzsBpl75y9kOBYjy6LRHjXwu+K7KXsNtOYhhAoni+KlVJeW8HJXF9siOQyNhUiq6WXWb86c4ifVy/lwZx2SrRFlVzGSL0KuqwfthB8kAUnMozCSJJZlJOZIIBcaOPWyAWGjSsCvIo3JVLtKgcGp8QoYY/zCvJMfq+9nc9kqvrrvl9yz/5fUe8upchezb/AEPzr2J8wGK/MTd0DQSdYMkaEj6ZVLRo1EdEjB3wmx4mMEot3n3I/40ARhU+CcbQOJM/gsGeQvr2Sw9jRPT3wm3aNpBASzxKzyy0E696FA5z9HFxed/1NIgkitJ/cvtt9StYim8T72DXdwecksDox0YjWYuLBwGqqm8kzbEYJZoMxxYC5zMTJD4o8lTTQnRjg00Ut+ys0VJbP47Zk9+BNRsi1O1uXXUufJ5cXu4+RfupyMRx+n44/3MPz2UxjsHgJNb4Gm8r47v8Jdr42Ra5fIMIuMx1Uur7RR7jGQbZP49AIX/lgKgyhyaCjBl3b5p677Wys8+GwS2zrOdkqcSCXojQwRTUHyHVmbQ2HoHaxhZ0LhU3Mz6QhEsVu78Mc1rOpcZnpt7B35FQU2H8fGzxCbrCa8rX8fm4uWc3PFJs4Ee/CZPNx/6kmuLrmAy8uWkVJTdEVmIp6JoZ1Kf0ZrnqCzfIzP9TzBxrxL6YtGyXhHaK1JlOg0DpBT4yB7eAZirYBgFFH2TeaUKBpqVwippB9Tzx4Mmbm8KnqwXVhJ7nAm0/9QABqom1Nol0pIHVFS/hjPZh7nhvgSTC8OU3/RPO4O3sZ3X/wlDX+6jgyzm9FYeuw+c9GPsZtckBQwOgWyZqansnC/grNYwloSAW8At5SH2eAglgxS412F70QOjmwvLlsegVgfFqMLSTQQMIxSYA0RqR9HO3A2E3Mi3P8/+8G+h9HFRee8YF5WCQ8uu4nH2w+xe6iVGncOnaExDKKEqmmcmOjnw7xIXomLB+uvRbULRO0a7pQdKSxQYvfSHhrBn0hHGg1GJ8izunijP10N1+sr5IJvPMerP/sKY4e2gabiLJvJvf/+VZ4Q5pEaSE/Kq4rM7OuP0xdU+M4qL6IAW9qi/OTQBF6zyPrSc6OM+sMKLnsrC/Kd7O01YZEFZmW5sNs3EkyMMz/Xxb5+AYMosKzAxlPNQSIpjde7w5RktnD/md8CUGIrxGO5llneKnYNHsVpOJs/JAsS9a5SOkL9ZJncPNm1g9H4BISSjAwNk5+bxweqLiI5NEiKs5V+NQHGEhN0RRsRtTIuzyxibUY+W4a6mJYlUNQdI/OJOIoGgs+IuDYLDgmQSguiWBtFefWnoCoILTBPXEffwlpyXrOABtIslURkgHh/DGu/SuryXH49cD9fFa6ChIqya4ib71hLf/U29m0fITAaY3XlWi4r/iSzipYhiOA0JCEDJKsGE0mEpWZGPS3sP/5VQu3DTCu5mLkzv0zzhJ/lJ8oxnY5iOm3gyqWfo7m+keHIGU73vEZO3e2kCqzkaDV47IWMh7qRRAOFvtl/vx/teY4uLjrnDbIo8mTHIUrsGYzFw7zWdxqADJONpdkVvDl4BpMs05n083pbG892HcNuMHHXtDXMzyph/3AHz3McSK+QvCYbLwTS4bSbCjw8bnFRe9fDqIkYMzMgabAyvd7Bo7vOmlnGYypWWaArqJBQNAbCCt/aG0DVIJhIb7PIAtFU+t9St8adB39GpbOcS+obCKUCFLpXMyN7FSf9HRRZDNRnaiRTRn5xdJw1xQ66Q0mcRpFTwWNT5+0Id6OJ4zzRuYNVObNZlDUNURAZjI5xefEKftD0JyJKDFmQuLp4FeZYihVvZdFf1sMzI29ht9hYVFhNzmwnhqNBArUyzzsOQwjyFRefddXxtH8vb6VOszK7gV1jx7i2YxNocQC0oQRa9zGka2tIHI6S9IoYrf1I6tlVgElzYekSMc00oB1XOL6snXsDjxDNTvCZWZtZPqbxsO8THBLbiTfkYjoSImgcpX6+m/r5bgCKyy9kZXAO6kAMi5jE/FQn4tVFqH/oBEVDKLExsOIAo6F0Z82DLY8yZ9ZMftHRj5zv48JZbqxxgbH8NkSTETlhZl7ltRzpeAabLYOawjVcvfwnjATO4LD4yM2of9d+n5qqoU1oCEYQrOe/mU0XF53zhhyLkytLZtMRGqUjNDq1fTQeptaVjaKpZJrt7At18UjrfgBCyTjBRJTftOzBJErcVLGAk/4BFmeX88tTbxJIplcyP256haWFV/F6l4BoNFOao5Hn9FOfmcH6EguvdEQxilDpkTk2lODTC1xYDSKKmjqnHtnRoQQ/WeOlK5ii2CmTbU+yLr+BsXgPZyIvUueaiUGUMIgyM7wVHO4f4eHjY/y5drskwIoCMxlWDU0tBI4A4DbYQQiTVFPsHW5kQWY9OWYvQ7FxGsfbiUzWWElpCoVRlUte2cnoMg//Gn+NoY60OB7Onkm8Jk7DjDIKs3LZ03qaBns5N0UX8RYneSCcDms+GezgupI1+DMU3H/+YgYRITOb6NgePjjtJDWyh7sHLcgldWgdTQiVazA0bqLoSQktQyFyR5JvBB+lO5qu7Pyl5B941P8RSl7TKFs8k4kaF0Ef2AvGMYxbSKaiGA12ArINsa2HDMWKIIuoHhPCWGIqSEPrCJM5J/8dvwoNgxLAJMncHzjK0yUOvjxjAYGhDpR4EovRxYnOLZiNDrQUqMMqHnsB3oK/3Sn1v4OmaKReTZB4LIHgFTB9xIxUfn5Pv+f3t9N5T2GSDdxev4Km8X6OjfXyy1O7AFieU8lQPEggEWX3UBsfr1uFjEgKlXJnFruH2zk2lg7X9RptLM4p49hYD0nt7FN3QlVYUhjFIMkY5RSisZcMSwaZVpk75zm5tNKKWYZYSmNdqYVqbzoPotRt4M65Tn58cAKXSeSDMxxUZxipzkiH5KqazFCsjbeG9wDQEe7gmtINgJOkmsJs6sNrtjAW06jyGKjMGOXnrb9isW0hK3xLKbRbGYgNUGjz0RHu5+KCJRTasjkwepItveljzvRUICCgoSELEmWBCATH8U+0MyScXXV1hwexSGZ+OfwS/+b7AH/s/SCm/hSmXAgVvyNDHXAZ7HRXxym25mGQAiCkUPaCwTiNZYsEakLjmHZvg+JqxFnLUZyXILwxWRV4FNRwgrh6NgQ6pSmogoY2nkAbiBFKehhuE/EtLGDTvH8jpSRIGV28OtaJZVoW6iN9EFMQZ3shc9IXJAuMrYyTLIQ6+wZOdb/KjNJLaGx5iNuyLyRpzMWujuMf3Mo896UMiz08sfeTKGoSwnCw5RGKts9H9EqYPmBGzPrLKsZaWAVBQLD+9XBk5UQKpVNBzBORZsgIUno/tVMh8ftJf9aARuLFJJaPn9/T7/n97XTeczgMZhb4SvGZ7AxEAiRVhdbgMB6jhRW5lSzNLuf4eC83Vi3gtH+QMkcWr/SeLYY5lgiTUlWOjvZwc+VCHjidDt29pHgG2/oPMZ6M0DjUR4bJxubSa9PnNIoUuSIMx0cpsmXiNp3Nd5FFgcurrCzNN2GSBTzmcyeslJqiO5JurHVp7kdIRBfw+xMGLq1I4LGEue/0j1mcuwSrlMlIopOGrM38wPsJfGYPPZFh9owoyGo9qSR0hY4zHPdzJtiLw2ClwJpFT2SYbX37+FDlJcRTRmYoEtMefxiAnK4uVs6axs6xtOlvQeY0nuvehSSI5Lt8eFbkoewaRCu0MM9ZQ0FqDz3xEarshZwJ9bIncpyVltUoW+6DVAKhajkMLuW2vlKGC9KN1LTO02idpxFXXXJOcqMcSHJtWRW/6DlEUk3xOfeV+LZPio2i4WvtgkujPLvv84TjI8wqv5JwbIwSTcFwciZ/Ln+sHhrDsNiHcGUxPa4Wnuz8HMmjMbyOUtYv/RHDA7sp8s1BUwewaUkau15mjf1eBoYP4c8OpYVlkmhqAtWswgmB5OEEpnXn+sdS+5PEfx1HMIPpVjNSzbnTZ+pUivh3ovz5i5ruMiPP/usVk1H/+ubzCV1cdM5LSl1ZrM2v5dnOoyzIKqXY7uXEeB/PdB5N79APX5t9CTWeHKrcPu45+AIKGleVzqbY5sIoDxBRhrmlajFtwRGe6jhMXElxYUE9jeN9rMitosie7uHRFe7hS4fv5bi/iRnuev591hcotJ01zYiCQI79r/+pGSUjH666mSfbX+VU33K6J0QgQdNIgO+tsjPdXc7O4dcB2Ji/mGe73+TFnrdZkFXPAu8C3mirIphIt1C+ZeYmftH6I64vW8+Dp56jIZBLFjnMmjOHUksDX307gTsnwlyvD8NAF6LRwSU5a7GayjEIRkQlgztriyiwe5mdUQ0ZMJQT54nW1+gPjPDVopvQBmM4E2YO2PupSmWhHX0BUn+OMHsDsb4B4nF8IQvCvOvROt9AyK4Ecxz5khTKIQNCjcTxUjMTqQv417pZmNVRFrZWIWgjCPlWBJOIcCbCkcEnCMfT0WeKmkQSZQRNRLOJTK0bBBBMIvKaPPoat1CYNZtgdJjhQAujgRaiSpTGzpeQJRNzK6+jwX0h4fFhnla+iSXiYmbZZo62PYMsmVkhfxSxIy3+qVgcY8qMMFm4VB1Wif80BinQJiD+6ziWeyQE09kVjNavniMaap8Kk/EAYpGE4X1GkpNmMeNF53/NMV1cdM5bFmaXsTA73eHy20dfwW08WxY93+qm0d/HFw89h9Ng5o76lTRPDLNnqJ2ckkraQk1IdhdGIUKdJxdJEDFLMhWOLCRR5JR/gDcGWliaU8Yrvds57k8XjTzmb2Tv8IFzxOU/Y0PeGgrN07lj61nnTEcghaIZuav+Gt4cOgYaZFu83HP0IQC29O4mx5xHMFFFuVujOrubsWSEW6vW07+jlc4vvcjhobTfKdPt5N+uupCfXnkL9/jLcK67mnljVpyDRfyx4whH/DEgBkzwwMo11CtRUnu3odmdPC328OuOLQBs9x/i58ZbecS5n6daduGQrTzvqWHq2VyUEPLMKEdfQHSsAHEemlKFelpBzjYg5B+AxVX8pNfGU41hQKLImYkv8yAl+QUUXl6A9vYoyt4R8BiRpPQEXJg1m+7hQ4yH0jkruQVV1DcswDCgINW6wGtMm82UOP1jTXjsBdQWrsOKwr62JwBIKXE6hvazqepzjB0/jhJOEoqN0Nr3Jqtnfgpryo339TIwQKIuhKhIqO0KUuXkFKkCk1ZSaY4MTlD7FaSSs1OoWCCCAUgCAojF565ShRwB480mMIEymELIEhBd569jXxcXnfcES7LLeb2/eapk/5zMIh5pS7dZnkjGeGPgDP2RAAPRCQptWeSZF/J0RzosN8Nko96Tx8s9jVxdOocXutIRZS2BIcJKGz2RvnPOFVNi/Lb1UeZkzKTeXQtAV6iXpsApvEY3czIbkISzE48gCNR4snn/tBAPHktXZH7/NDu7R7bxg5P3U2DN4/MzPkVHcPSc86S0BEZRoDL7FE/1prPQhcYAhz7/DKJZJmtjDUgC46+1csev/sSfhtv5l9u/w1sThWRnh6huFinKdHCE9OrAJErYlATJh7+ONtoPFhu9mxa943wKQ0VJnmpJ+7KCqQhPFFp4X3QlBAcRpy9F2fUghAMIeSWkfjsIk1WiU68oiLVHiAgiO/urpo7ZNSFQnp1JKtXDeHgXzrklpKblMeEL0CDU43e147bm0zd6fOozu4Z+RWJJgnB0glnmDeS4i2nuf523Tz4AQHTMj89diT/chyQapkxfbmsevuI65ISE73QFQ+EzhOPjeMQCHG/n0jpjJ9Y5XjxqKd7HimHa2bEWfALGD5pQGhXUUwrauIayO4XpzrR5TJAEpEoZ8+csqN0qgk9ErD0rHKndSRK/TEfWIYK83EDiZBzTzWdXR+cburjovCeY5s3n3iNbqHHn0JBRSL7NM1WZGMBhMGF2ZHJbzTKW5Uzj180Hpz47Gg9jnSz/H0nFkAQRRVOpdefw2uCTdIa7WZO7kib/Kaa76zjhP4nNYOPXZ/7IQ0t+gkk0cfeBL3BmMjz2G7O+wvr81edcnywKXF9rp8yToDPUhcsyxN7R/azMWcqx8UZ+3/onPl57O3MyKjk42kKJPRt/vJ1/mV3D9uHmqeM0P7oHTdOo+Np6bJXpiryZ66s5+fFn+d6BNr5cpmCPvk2bnMHBeafIJYM11hzCSY2rK6opnhhlwJfFm4saiKOwylHOjuFjxNUkDZ5aCuRsXLKNQGqypXEyxLC2hJ8efoSt3/gMskXg4gUreV90iBzxrO8JSQBVwdp2mA2V9fzxTHoZMC1LYa7ZQeGWp5BG0pn6qbWXkIilyHvhJa7IKyLpM5NReQM729K+orriCznS+iSz7ZcgDsdJJAbpl06cM54xJcV4uJsLZn2WY21P4rLlsaT+QwB4K6u53Pc9hidasFkyyRXribVFmfb2ZSCDvNiAsEZALDn3AUBebkBLgbJ70jcUg9TbKZQjCsbNJgSbgFgsoZxWSD4QQ6yQMFxtROvRUE68s0UmaAkN5WAK7UoNwa2Li47O/1lcRgtfaLiQLxx4lpSqsmJ2JV+evYmfNr1OntXNbTXLqHJlTxUlvLBwGk3+AQAqnFkMxYIAVLo8lDqW4jIZqXQ5GUnU80LvK1S7Ksg2Z7F39CD+RICZnmk4jHZ6w/10R3qo99QSVqL0RwfYNbSbSmc5B0cP4zK6WJK1AJvBikGC5/p/gIZGU89phmLp5lSXFV3ERCKI1+TCa0qxIb+awdgAL/a/iMdso9KZxYHJRU20dQxzkXtKWAAsRW6sFRkcaB3jK02/Q0PDJpu5oWwDNe5MVlkzKHWkzXipUZEHKj10J/tYYivBGonxudobaAz1YpXcqCkj38m5mOcijbgNTub2Glny2YvpGhrEJImoGuxtbeT+Nx/mxft+S83bRSAKSAsCqPv2IS3YwA2lIlWywLikUWhNUj4qTgkLgLW1FWF6ul+L2NeFqa+LBuu15BfcR8KpsbXj29TYVjDrtYVIYyoqHZRf1UCg9FKa2p/FZsmhx+gjO2MuM0vXMavsUphIQDCBZkoiWAx4XIV4XGfDjU2fsKA2K2AREEtExEzxnEZgkBYYMetcM5ZgF9B6VZSTKbALkNBI/intg1JGU4jFYnolYxVAJG1eM4EggzRL/ptRZ+cDurjovGdYklPBExfchoJGtsUJwMrcKoyijFE690/hsuIG8qxu2oI9xBU/3ZFxLi3JxmdRODx+mNPhAK0hL5cWbOSGsmtwGRw80fnc1OdjSpwlmQt44MxvOTqefqq+ougSnuvZwryMWXzqwBfpDHcB8Mm6j3JD2dUk1SStoXbq3TVTwgLQHe7lEzUfwSDKXFO6mS8d/joTyQmuKt7M4bFjVNjK+EjVpYwnxuj2bmF0ZAwllkSaLAuvJhUSgyHsHid/7sMYTsUYio0zN3MT/dERtvbuZTA6hs/sJV+08YmmPszdL9B02XV8rem3pCbDsouL38/G8Sj1r6dXdrfuaqdraJDPL6rm7gWVJFWVL7zexANHO/jkbz/GnXfcyPLMi7CdPIY0ZzVCcRW2nhjL3xwkWtNBv7GfoDsPW/18pMZ0/xjBN4NA3IZ15lq0Y69CZgnSeBE5Ez5Uh0hZ4RKyhvORxs56z91NNpT1M9HKPXQmo+zsPcCHy9x0DR1EicaYGOwlx1VDKppEctjIy56GKJ5dmUi5ElLuX4Ye/xmlX0HZl0LVNAzXGFFbVASXgHJMQV4qE/9FDGIgVouI9RJqY3q8tAkNsUQk9VYSebkBLCB4BUiBYZEBwaiLi47OeUGm5dwy6HbDX29Fa5INLM+tZFZmDs91v0ws3M4c70LGkuM82vHU1CRdZCtgbe4Knu58kWuLL+fRzqewyVauKbkMr9HNo51PTR2zJdjKV2d+HpfROSUsAK8PvsUNZVdjlIx8sOJGdgzsIsucyXAs7QtZ7ltMvacGgFneGfx0wXf5TeujvDm0m55IH26jl3qzA6MUZcNVm/nd935Bx/feIO+mOQiSSP8fDpMKxFj6oYsYmDynQZRp8FZybLyFu/b9iIgSY05GNWbRxOcCLsyd6bI3PaGBKWEBGFJHUI8XIVasQHOKPPn1P1HhsfHFJdUIgoAFie+snsbjp3o5tnuUpmu3UWuvxiZICFUNSNMWkXykjUTVIK9qr9IyeAAG4YIZH2ZG2ftRExZOOAc4FXiAWcUXUi1/GW0QOmoHaYttx+3IpzgxHzkbNKeMMJE2UWmVdjyykX2BbrojI2Sb3dTYMmkf2MO+5j9Qlb+Sbn8jLX2vk+OpZVb8KqaVXPhf+s1oSY3EH+KoRyfL+q+SURpTEAdEUPvVdDwEoJ5WkS82oDYqCJkCRDSSLyeRLzYg2AXUHhWMAvIqGTHj/HXmgy4uOjr/TxwGB9eXXcX1ZVcB8IvmX/OOLuwcHj/GT07/iu/N/RozPdO4tuwKTKKRbIuP3nAfXqOHscQ4APMyZrM+fzX9kQHyrXn0TgYCLMlaMHW8TQXrKLMXM5bw0x3uJcPkYbZ3JoPRIQyiTEyJE1fixNUYRbZCriu5gvHYBFFlnCVZiwheM5NXd2ynf+8ZAnvPVgR2VPv48EduwJwK06eEqHUWMbs3yMR4C79O1tJVXMTbgp9iey7GwFkTVXlUwy5bCKWiiAhUJzRQQTncAAtMxFIKGRbjOT1OTJKI0yQTSxm5Iv8eijqciHWFyNPTkXu4TAQdCVp6Dpwdx/6Xqaj5Ar3JAI2d24glggxmdDOU30PpzPk8fezLqFoKBmF52UdJxqIYrmnA0iURMQQRGzLxjwxyR94MOie6kZMB3t73RZZPux3QyHCUsPtU2mfTM3KEDEcJNQWrkOW//nChaRpKYwq1V0Xza4jVEmqbCkENtV9DrJRQTygIBSJilsiU/Aog1ctI02RSLyZIvTEpfhGN1NZkWpAAQdOQrvrbK6XzAV1cdHT+fzAvYxa/lR4lqkQxiAaskoWJZJCHzvye+xd8lyJbAQCD0SESapLvz/0ae0YO4JDtZJozeKT9SeZlzuYHc+9l/+ghnAYny7MXTx1fFETqPbVTr0/4T3LbnruYm9HA20N7GYgNcWnhRk74T9IV7uGEv4lbK2/moTO/pz8SoTWwmEu+8TSBA0/R/PZ22oPdOOcU8JHrbmb5qdOYj74NgJBTgmq1Y2s7gQ3IbCvk2dm5PNX1OtNL30d1UTX0tlIxFubfFlzO9nArFslERWsfYr0XISNB0pzHkpn1vHW0kd29YyzKT+f9PN3cT/dElGsqllG0qxix3IbyZhx1rB8tz0ykPoXZX4jDlElwMo+lwFbFxHg7h/2vMDB+EoBDZx5nSd2HCan+tLBMMpRopqVvJ7vVh6gpWMPwRBvXu36Jb8LKyOgRhrrOdt/8c+KJ8o7VF4AkGaZCnf8aapOC2qWSfCoBcRDnSxivMZLamkTwCYgzJQzrDYilIigCJDWUDhXDEgNijYjapqD2njXbCU5hSlgAlO7zP4tSFxcdnf8fzM6Yya8W/ZAT402cnGjmxZ6tANjks1WID40e5VMHvkggOcF1JVdyR82HeKzjGT576N8AKLDm88uFP+C60isBiEQifOWH9/DIU4+gqAqXbbqMFdespjXVjkE0YDfYGI6N0B9Lryie6X6RTfnr6Qr3MJEM0h/pJ6kl6YmMsKggxQNHjaRKr2XjyqtZ5RvAHjFSNeTDahlFzeyFkU4ETxZq+9nKBKb+bioNdewCUhOjCEoSoW4+Ws8Zqo5IfN7eTIHJiynkhFIDgjmENrqbyltWsPtTJ1n36JusK/URS6m81jmMxWziY2tvRqqzkNqSrh/GUT/SEh9KcohX8h5mRe1tjAbaMIl2KmIz0KwmEsPBqWtS1CSKGqc3dowsVyXDgRZEUSbDWYokySRTccZC3Uwr2kgwOkixp4Z4ZACDZKEibxkWkwejbOfCuV9GiyWpLVjPyZ6t5HmnUVu4AUH422YppU9F7VTTwjJNSkeJHVYQKkUMa41I+eeuOoxXnl0BpfYlid8fQ14io8kgZomIMyXUFhX1hAICGJb8jcz98whdXHR0/n9S566m1lXFCz2v8PbwPmosVXyg4vqp9//U8RSBZLpb4iMdTzDNU8NbQ3um3u+J9NIfHSTHms3ExASrVq/i0MFDU+9/b+93uP9X91PxjRkYXEauLbniHAc/gFFM/+neVHYtbaFOJCQavGW0hV9mRYUHTTXTEd1L4dBlFPxBBGUYBZBWXYU68l3w+ki4PBj3pMVxbMY83gh3ACCaLGi9bWi96Twfg20u6zIbuFIswGk3ob71AlpXM4aKGfzrsoswfL+M7T95iJda0omki/K9fPNjt2K7pAjtcOTcwUuq2PZB6RUNvHDk61w94/vk/cSMtCKJsuNnLF+xgtPuKjRU8t3TeLv5N5TnLsZhycLnrkAWzShagsbOLVhMbpbU3cqu4z+nqmAVR9ufIxQdZnXDXexq/AWLTR/EN1ZFzvQajOUWpqUuYVXDxzEbnRgFK6pfRbAI52TZQ9qEJWYKaEPp7WKBgDYBysEUYo6IUqigNitIFRJioZQuSrk3RepgCqlMRB1QQIXUrvRqy/AlC1KRjHibiNqhIthBrDi/TWKgi4uOzn8LQRC4uHADq3KWYRQNGN9hYrFIZ2tSCQh0hLpZn3cBB8aOAFBsKyLXmm69/K1vfYtDBw/hvSCb/FvKQBLo/0MHIy/0MfCHTgpvrySqRJjpqacn0kdfZICN+Wupc1ZT5ihFFmSKbYUUWwtoGd7PPEcd93T/cur8DuvNoITPXrgpH8PHvkMwPsExQsScIGowmJvNQiHJeqOdk8jkX3ITjj2vEfTlEM/O4wvDY6g7H0ZbsZmwxYxcWI7xzDFic28m5VjOks9+mAWhIT6adYjZR36PNH8eyqvPIlRvJl3RU0HwmdESKpglomIQo2zDHnWTKpGZyBjA7C3AGEvSPLyDRCpC38gJin1zCUaGaBt4e+or1BenHfHRuJ8hfwsXzvsCma5SAuFeBv2niSUnuND4JfIfnQUKJAtTyHcpGLJMuORctLBG4pk4qdeSiNUSxptMCFYBZU8SdVgDGVJvJTFeZUJeZ0BwCqReTocXq50qQruC8mYKwSlg+pwFbUwj8bO0R1/dB/LFBqbS+Y0g2CZFyiMies5vJ/470cVFR+d/gP0dTbn+zIX5a+gK9zAYG2KZbxEpJcXS7EV8XvgkaDDLO5McS1pcHnnkEWS7gcLbKxGN6Ymn4EPlBPaMMv7GMBV31LM+dw1NgVNIgsQS3wLiSpx/O/5NAJb4FtAT7uOz0+7kWOJtVm3djTT/cprFADWqh5BLweGQEINpc4xU5mKbcJJ/b/4ts7yV5GVl4owlmJaU6EyN8nTX63zD+D6kvgIGqsp4LPMwc60iOYDmymBrkZcfG46QJdv5VMOVdKTM6WZhgoDBkU0kezri2mtR3noRJsbQMvcirakEMR9NcxPvCJK4wYbR4OCq6m8TiZl5do6P3Z2llOfMZqnzYRLj6dXOeLibhoorAGFKXDyOEmKJCSTRSJ1nA9XuC6goWgJAQ9llbDlwL1ajB29LydT8TjcEmgcZS7VTkNmAdNJI6uV01r56XEE5mAKNqfwUTOkSL4lfxjHeYUIbe0fPBJg6rjauoQ1oEPsP7wtguMSAOqIhLzMg5p//q5S/hi4uOjrvMguy5qJpGrsG9yAKcFHBen5++iGe7XkJgNsqb6Y1VMzirAVMTEwgueQpYQEQJAGD10isNcyDi35MnacGBPhZ80N4TW7eHt87te9bQ3u5MH8NY/Ex6vLmc3x9EcteeZU1w/20r1zFA6ZnmHN5LWuUBTh9Xk5kdHGyu4WfWhbjHY1gzcnBsv1JRP8w0xoWsaT0Cmb/zgBqECvw8XWz4cDvoG4e3Wsv4audz6JoKiPxAL/KcLBebAca0tctgC8zn97A6+ROjAGgHn4ddbWX/joHJpcPz8oiXDueZt4bWxlbI3AmbyYto3loGpwJmFhSVnDOWE6E+jjVu53VVXdRNLKYcEJg1HmGxfEP43m8GERI3ZxA8Im47UWU5izA6yhGy3yHA1+CltDrbH/jO8yvvpGl8kfOvWES6UiwP/Nnx7tTQDmqoLapSItklD0phDwBQSMtMDYQswQ0g4BQKKB1a2AGeaaMVKVPrfoI6Oj8HVjom8dC3zwAzgTbp4QF4IWel8kyZzISG2PJkiU899xzTBwZx9ngASDcHCTSEmTBkoUMxUfAf5oFmXP42YLvMRwbQdM03h5OJxwW2wpRVRV/IsAXj9wLwNWrL6ZCmcYvRrZQr9VRa1zAqEXEHjpMR6Sdy4IWcrY8mr4Y2Yg4cwnqwR3Yj+xmbv4i3tndTBpLovZ3oPS2odx4B4p2dhIOp2KMhx/korobCCWyqPN6yHbH2NH3FuunNWDt7UNRksiVDZQXzQRA7TxN4o1niZeUc9jWQ0vLY8zMXMyQ4zaO9WUSFxcwq/xKovEAPncljZ3popmlh5Zg25mFE8i5LgvhKaZEIP7bBFKFiLMgl5g3zK7OnzOa0cmyq25HGjUwVNiCU8nhlvijRDv8JJYEMax0oLyeQqwQkabLiF4VZU96BSMUiBDSMFxlQNmRQutVUWMa0gIZeb2MNgSGQhGpWkIsSK9KzJ+ypEOUPcJ7dqXyH9HFRUfn74xLdpBlymT4z2G31jwSapJgMsidn76TLVu20HZPI64FXgRJILB7FAEBw6U2PnngCxhEAz+c9w0WZs2jPzLI4fHjXFSwHk3TWOpbiIDAW8N7pxqCPdbzPLdXfYhl8mJWBNciPOcjIUFkQT/lhjHMyXeE4KYS8I5WxJ3mEM03iizd5cXWo4LbD0raMV0qWPl41jJ+PPwmdsnMNVnTOHrsORg7gs9WijP3LkYnRMpy15AUQqjRBGpRBaKv6Oz5jCaQJLpqcjjW8wgA3UNbqCyajhJfR45xGKt9FprBxFi4G6cth9neq7Fv96GhEZk7SrfrANWsP2eMm5a+xGi4ncVFH6Qkfy6iILNz8AeErMPMlW6g4LfzODF6gqSaJNNhwnSjGe1SDcGabvyl5YqYPm9JNwNTBbSghlQhIlgE1FNq2smfJSBmSYgVf+k3ETMkxIx36QdznqCLi47O35ksSybfnfvvvNSzlagSwyJZGI4P8+CZ3zHNXccDjz/IvZ/7Gs1vpQtQmvMsfPKeT2Oca8FhcBBKhdk/cpiFWfNoDbXzROezAGzKX893G3/CaGIMr9HDpoJ1vNDzCm6ji8bASeJKnOzWYvyLexk3jaBluemdgIyMgrQNS9PQrA5S3hwkbzYdDXP5jH8b/Qk/d194ORekSki2v4m3sBypsAYxpXDVuMwK+wUYB3qwvrGXvIoriXrdZBjnkPG4hrVLRbg4B16/HwC5tYmUJ5to5TSUmJGWiA/1pg8yEWmEdwTA5THIuvZv0m5x8hanmF/5PnYe+2F6PAxOquvXIL5ppKtiP6/1fx/3FQVkP10PIgxubmRb+7dRtRQjWjtXL/8htAQo6PHQ7+nl+Ft9bHp6Fh2hDgB8u3187Ttf49Zbb506vyAKyDUyyX1JEj+JgQYpj4DhAyZS25OgpS1hQoGEuPC945T/n6CLi47OP4Dpnjqme+poDbazZ/gAf5osC3Nk/Di1FdXc+tgd7Gs6gEU0g0/E6LRiN9o4Nt6IXbazOGs+KTVFlikDk2gkriZQURhNpH0bY4lxXAYni7PmU2DN4/HOZ8m1ZNOx6Bhfa/0WJsnEYmk+L0a24k26+ObFm6kfSxHL8NGTXUA0YyafGvoJESUd9dQYbmeaOkKgROKQ1EZOTia1RhVjYIy87jHUM8cAqGkTaf/wJ1COJLB2pc1B4tjEOY0WRwaO8+zAj6gr+Rq94X56er9MafYCqvJXcaZ/F7nWMiq6JpD9fYzJMgPDTQz4TwOQ46llItLPq4XfYdbFV6NlKqQ64jwRupNp12yirmgDjx/52FSS5cjEGZJKHINZwvV2ktMD49zw9L8iCzI3lt+ARbLweMfj3HbbbTgcDq699tpz7pPaokyVytbGtXQDsHf467WR8z/58d1CFxcdnX8g5Y5SesLn9n+ZSAR5sfcVLq3eyIs9W9ngvACX0cmTXc8RTqUjp6KpKNv6drC5cBM3lF1DT6SPYlvROceZ5qlDVRUe6XwKAYGlvoWcTJwiokSZ5q5l70i63MpYMsBt/t/wJ/UiCp99iaLNtzBespCMceeUuCzUnKSsKl3HfwdAcKITR7FMmcGOUDcfIeRHC/qR5q/FYXPRkX+A1GYHxQdKEON5kFUIw92odif9bpWJwWFQ9jDDU0CB6QPkDK5G7stmYbmCO6+bVOdhGldIhG0J6q0XYjG5KPQ24HTkTvpdjnGKrVQnV1OVt4q2wd0EpF6G1DNU5C6nufc1AGaWXY7ZaEcr0jC8fxb3feC7pNQUT1/wJKtyVwHw0drbmfv8fL7+9a//hbiI+e9YlRgnG4A5gCBgAKlc96f8V9HFRUfnH8ycjAauL72axzqfpsJRRlxNe6YHokM4DQ4Krfn4zFlTwgIwEh8lpaX4ZuMPyTJncGTsOIW2fD5a/SFagx3MzZjJct8iSmxF6arukglJEIkpMa4u3sze4QNUOSsZGU5HmlXYSlDlHE6tWc0f1Tf5StZaHqi5mVTLYUSDiVGDyolU8znXndQSkF2I1nwEbC7E+oUEHCLP7v0cE9F09YA1yz7G9J6FKNPvIhzt4JjyMvsHn8DrKCGcGGLPmYe5KONniMeKiAc04i1gvLYc+8oK1I5nOdP0INFEAIC1sz5DNBHE6yhhLNgBgFGzUOleRkn2fI62P4tBSnesnFa8Cas5A5s5XYJGEAXkefkcmminwFowJSwA5Y5ylvqWsuP4DkJ7QtgX2qfekxcawCCgjapIlRJSrYz4eRG1V0XIEpDK9Cnzv4o+Ujo6/2DsBhsfr/0wmws38suW37KtP/3UXWIvwiZZuLz4Ep7tfJGrizfzWOczSILE0uyFPNn5PGbJRLG9ABWVznA3OZZsPlh549Sxq10VzM1soNF/iodb/wCAUTRyW+X7KYhlsNBdS9Ss0C70cV1/unNjhuCFoB/HU7+ayso3L9uIkF1GX858Bgb2YbMUkGlbAWOdBOITPDGjlF3Jk9zsrmOi+2yhyw5lP9OGTyAHrVgabsBqmIE9dIT6oktpD6aoq/kWJ0N1dNQLzLVL5O5KMdDbgrtAwGsvmhIWgP6xJs707aI0ZwF53nosphxk4zKGhD4mxk8zs+xSMhzFTHQHiCVUev0HMBfaSKXiSFK6mKbH4+F072n8CT9uoxsAVVNpD7Vjk22oP0uR8MeRSiWkahnBLPxFaRax4GxUmM5/HV1cdHT+CRhEmXJnKZsK1iKLIpmmTMLJMPMy5+A1uvEnA7QG29mYvxaXwUkoEUbRFD5VdwcD0SFsso1qZwWF1vy/OPbLvduR3tGrJKEmKJHyWPSzFJCPZpbYdq2LbcJOJEHic9M/iSUUImbKJT7rMkQphWl4D3kZuWQ1fJrCvREEv4exJzzYlmkcn2mmMlzFjKiFWEYvDmsOwUi6mH+JXIwwsA9NVbDUn6Z0+EpKs5bxfAx+0xFHEuC6coWWcZGTIyq3LxIJyocZ70lSX7ERmzmT8GSrgSx3BQWZMznTv4tYKoudnTdRn9ODf/TrxJMhDpxWOfVyPs89vpNIKoLDamfz+/o5tOlZcjIqWTnjDm688UbuvvtuPvTWrXx99texyha+dfw7dIQ6uLniZiRVQm1XST6TwPxVK5JPF5F3C11cdHT+iczLmMXpQAuPdT5Dg2c6i33zEQQBm2zl4NjRqf3urPkIjy9/mBJHMaPxMb585Bv86NQvMIgGvj/3ayzxLZzat85dzVBsBBERFZU8Sw7lnnLEmeOoR4cQYgoXJhYwZ+USREEEBZr9g1i0WwgdTpeuca6bxqcSdxM+EeMztZ8g88F0uXzVN5OiSJT4tklT0oFsMq+7h9DwGdyWMMW7DqdDm60OVDQko8KIwcpvWtJtBxQNXusfZ3qGj7YhGPK0cKztp6xRP427K59rlv+EnpGj2M1eRvxtvHLsx5iNDmZU3c7oGRGLYYDBZAhN0/jjD9ppPnIUT5aRqmoP7U1hfvfAcxw54eaWTwdp6Xqd299/O1u3buXlra/wcu8r7xijOv6t4StIDRKCF6SZMtq4Crq4vGsImqZp//luOjo6fy80TSOYDGGRLRgmC1Ju6dnGm8N7iCsJXht4g6/P+jIb8i9gIhnk+e6XaQqcwigaea57C5cVbmKJbyGPdTxNqaOYzQWbODbeRF+sH1EQybPk0Brs4KLstVT2eRFMEmKFB0EWGYmN8UjbE9TE68h7ZNbUNRmzBP59/qc4EWzCYbDz6Izf4FY9mNxRep5LETx81nSUcZFC+JSGqWEL2V0jaIk4gtlGoqicrucXY75khNvakkRS6UiraV4L3rAXpynB3LwXsY4nqN2zAfvMDIybTGiaxujRCcaOh9HcYQZ9b2JxeYn6A+Sp1RgCBu478hHu+/x+KqY7eP9ny5FkgWRC5cGvnaGrOcx9v/sAFq+fyszlFPjm8uYbx3nlpZ34gwPYCnr4l4vuJNNcSHXiAtRH01OgOEPE/C8WBLseavxuoK9cdHT+yQiCgNN4tkPmgZHDfPXYt4mrCXzmLL447W6WTq5Mnuvewveb0jkkboOL1bnLqXZV8dlDXyGlKeRYs/lN2yMk1CRmycSLvVu5tHAjz3a/xP7Rg3x79j3E1ARFWLFiYc/QPn7d9kcudV/MlY4ZaMH0k3ssP0B/Im3qSigJWsRmdg69SVW0hPXFaxCRECSB5ISKfXwUQ6FKd3KIwYwwrrCAMcuBMTKXrDUGlA6Ze3P6+HU0B4ucZJWvn5D/bXxOjb7+nVzQ/2lMJx2IG9KTerRTZfBRGVQX4MJ9TSEvHv0MAJJo4GrhfswdS4D9LNqQhSSnC0MajCIL12XS1Rxm+/atLNqQxWiwndlihHUZl3DtyhvZO+vX7O54kP2Rh8iUy6nafcHUuKvHVNQhFUkXl3cFXVx0dP6XcWjsKHE1XURxKDaMRTZPFcg8PHpsaj9/MkC1owKjaCClKczPmM2B0cP0RvoBqHCUMc1dSyQV5dLCC0mqKV7q3caOwTeZmzGLu7RrORI6jIbGM/7nKF1VxmL/ShyyRl9OK8G+ELIgc1fFbXz+0FeJKFHWO9cxe+9GksPprH7PHJDePIP5khKqXj3AyJxppDQFd9c4/c0mtEQC4/VDVEsS93XspyNL4OjAa+QasjEmM+n2H6KvYh+OohVIMwoBSIU13pkoMxZvm/q/oibxW3qwkh6PSPBsEzGA8GTbY8M7arXZ1EzcjxahouIqy53aHon7oUKDzskNTgHs529P+380urjo6PwvI8fsm/q/gECWOXPq9dLsRewY3AVAniWHE/6TjCbGWJ2zHFmUz/HT9Eb6WeZbSJWzgkc7nmQknk64vKzoIux+EeXx45RflTe1/88mfsa4p4YZtkwW7XiSx+uvRg0FOBGViShRAEopIzl8dgIOdwt4GnJJyh6MhfPwvbEdZCPxhXeTmtBAE+jqOcye1JtccVCmyD9MkcMD0Sb2rU133DRluTmuvMYi+WYALHkihvwUyV4ZQYZMcxUgABoGyYxHK6Jq+XHEBwS2PzFAbrGFvFIrXS1h3nhuEINBZumKWcTowusowZeqmrre0teXceFFX8Yf6SVPmY5pvhXFl4KwhjTLoDv030V0cdHR+V/G6twVpDSF9lAns7wzmJ0xc+q9jflryDB6aPSfpCPczbb+HQDcOPsask3Z5Ftyp0KQbyq7hnV5qzgdODMlLAD9kUEqpBmQVLlgdyGG+bcybJzAZpvHG4eK6LEJzFvxfjI7GkmIteSN5lJoLqA71kMrLawo0Ej1pAXGVQ2J6UXEEkbGQ9fjWr4ec76TZLMbbx2EZD/t0R0MR5qJrvki5qd+AxNjRC+4GMEkcGXVrznY+yuGgqcQYzK1vgsYUkaIrPbiCgrEjB66x+azuu5HaGoPbqoYSzgZHTzOxveV8sLv2/jJ505jtkjEounV1C03FXKN799IyAojWS1EAwG0TBVhREQeMVF7agOpXUkMtxuQ8iSkPF1Q/h7oDn0dnf+DHBo9yh37PkNMiZFnyeZH879DmaOYmBKncfwkgiBQ767BJJk47W/hzgOfY3Cym+W1JZezImMRs49nkXqmBWSR9ovq+F6vC0WDGT6Ri09pZK42ED6tINkEesP9DHp6yCSL3OwyzFENk02k066x+3SMCiFOQ56JWJOMe0iDAwqYQXmfwKOhWxiNtLK47jYY6UMWJBIZV5IRqKTf+AsOtT889b0ur7+P3uheNNlGULuSt1utDAUFllTI7G9PkZissbmx7iStnbfhGNvE098/Qt9EF0XuMm5635UIJd/jAvkh7C+XE75xhC3cQx7T8MWqyK6oonPsIMH4ABPmQdbN/jR2S9Y/4xae9+jioqPzf5TmwBkGokOUOIooshX8zf16wn387PSDIKQTKjuCXfxowbewi1ZSb+1B62qiNaeWbakGbEjMDkKOUcC/P4WaAPd8Cf8+BXOeiDFDAAkMLgFzlchL7VE2nGjBcmaUlEVkZEE+zp1ZSIvsKCkwuWCgpJm4dYSYFGHroS/jsGRTVvQEx7sEZmTcz5HJ6sgAlxf/kMxkA0PicaL2DkYCIULSXIZTdexuPVu9eU1lgpneg6hxMD6/ADUsggjymv0k5VZKnr0CsVhCrUkyVtVFSBrAbsmif+wkrx39/tRxLln4deqLN/x9btB7HN0spqPzf5QqVwVVror/dL88aw4N3hl888QPkEWZexu+hMNgJxXWiAo5CIYxSt76JbesvYeJgRxAIDWhoqngrlOwZsGEBUy5Iqga4RaVVEhD3Aeb1goYWkb48bGnue/oE/R/fxSTwcSFu67i7pX3kl2UiTurBlkQMNbGCcX/lfGJI6Q0yDaJFE+so9W0k2C8n+mZV+JLTCM5bMTtqmHE/zIjIy8gGxwU1T7BMZOFcDxtjquQVcLRYYJiD3nXqOScmo1oTcCYiGxbRPeyg5wwv4DJbaXpwFauW/lz8rz1RMIDFGfOpnPkEACyZPp73qL3NPrKRUfnPYCqqXSGujGIMgW2fJIRlYFnEkwcSbc/zr80Sf8WA2ocRBP41skYRsYw7GpKN9C6tIZQzEls3EDg8NkVRMZigR9+7Va+efCPOExOFhav4sxIE+1jLdT4ZvDH63eQNc9K4KhC9pUKUvkQzaNRAmE/hzrmckkvyPZxVHsYc8iHpBmZaEyHiplqJ2h0/AvhcBfV876LxTSfzmaZwqxuUsJu+uPNHOvZiiAIXGv6BdkTBShHjxOvlnnI83k8jkJk0Ujv6DE2z/86E/37aW15GoerDEteA0ZrJguqb8T0V1pV6/zP0QO6dXTOQ2JKnO5wD+NxPwCiIFLqKEZA4MHm3/FEx7P4x0LpnTWI9JuZrJ+JGgdZjGN48yTEFIgraM+dxh7qx+g5N1Q3oAS47/iT5DmLeOlDx/jBpX/g2Q8c5NL66zk1dIxX259FUwEVYv1Jtr98K8NjEv3BEtZVRwjPFjFnZeBVCvF6zVPCApDqdJKXeylORxk1RbXUlduZVnGC02c+QtOJ+wi272Ru8UUoapJQapjUVhNSfSnSjCzWzf5XKnJXMDrRjkG2ICtxWlueBiAYaMNnzGL5tI/owvJ3RDeL6eicZwSTQX586lc80fksxbYivjH7y9S4KlE1lUc7nuIP7Y8DcEVDJ5vDt8CojOw+VzSkWAzEd2wTQBgJY5X68W3KI9qpItsFXm/aTywR57J5N+KxpkOmRUHk5nkf59nGP3AkuZ2Nx68GATT3GHW2uzE3FRAXjdgEEcO4hpQvENWOwEQltkoz4Za0MSVVKbE7dCUbqlbSdeYNSi0XEw52EI+nS8mkUhHEZByPuYiMgVLQQKzz4S85yY7dPySWCLC0/sOU5SwkFR499/uJ5xan1Hn30cVFR+c84+hY41S3ys5wF9v6dlDjquTEeBPPdm+Z2u8p/zNcuuxSsvx5OGdIaLYUyXYJs1dB2nkaaUEuyr4BQEO6oBgGwvSUeOgPaeS0KIhmAW003TJ5IuY/5xomJldMIeEw2ZclMMRVRg09CNuXE42IGIvDEA1jyPISaZLQxHKGD5uwVQi4F4sMWQS2RVSaekUqXUkWHlxIxCuCJ/Oc82Q6q6k9czP2N7ORVsuI9QZ2vP2jqeKXrx+/n4q85bjdpcxouJ1IeIBUKkZB0SqSyQgGg/Xvcg90dHHR0TnvkMVz8zaMUvop/UywnVJ7Ecf9TQAU2wpx+hJkL047tU0ZEiNqnMBeFUtVNlo4RvDaPERJpq/LSLzGS76QIsMUwLgwiRqWWFSykExHNk8ce5ilpetYXLKagWAP3935BQCu3XAHhvYo8osOstYsoCuiYZzTQ6vp24z1HqEk71IKbR8ndjRdMDN8RoUz0LJGomk8bSKzijLGPV5Ca0E7OIuGRV8jqDbh8BThyq7DmF9EaK1GeFTBN6IiCGet/YIggJJk/4H76O99G4DZ8z/Nzlc/hihKzF/0RbJz5/0d78Z7F93noqNzntHgncHt1R/CbXSxJGsh63PP1s/yWbLYlL+eC/PXcEvpdRSWnc1eF0SBzEUmij5gQ6q182zVETb23calvR9hT0EHP28ysHtExrG3C+OLjZh3HiPHNsK/X/8DkkqCDz9xKUt+UsS6X9RxvP8Am6fdyLL8G+jIeI7w+k7EwyoZ8yWCGW8yFjgMaHT0PUPEcRRr8VlBlIpEDHbIcwtsqh7CE9kPRjDJoAZltJdX4Nz1L0hRD4aEg/5tKUZOKET7IbBXZdXMT+C2FVCdu4JLZn6GZHSMwf79U8fvbHsZQZQIBrvZ+/ZXSSRC/5D78l5DFxcdnfMMs2TigxU38NTK3/O9uf9OiSPdDnmZbxE2ycpbQ3uwiBaW5i5CEM/1tQiCgBSL0N3ezHdHH0JDI6bGecn/U4oyU8hJFe3k2Wx/YX8vS24M8tNf76Bi0TXk5OQyr2gZX9/4K7664X5SkSSnh37PPtNXSBUEcXgSSM5z64Gl4glURSNzo0hsmczbpQKvdSgYJIEFcQ95gVlEb5KRBlLkLVdxrBogvvQZGvu+i1lypSvDTCK7RAqzGrhu2Q+xTgxzZM83eXPnp6mf/iEEIS1gNnsu8dif/TZRNE1B591HN4vp6JyHCIKA2+g8Z1uWJZMvzribUCqMw2BHEv562RN1MIysCBhEA4nJApp2yU5KEYkYgQwzjMbSO+fbybE2sF5zEfzXX1HslpnbDqFGFdEM0Zy9pLojTKTaSS0M0ej/OZLFgC97LqMjJygpvgibw4Hs6WOIYzwztoZuf/qZN5lSOZNn4YziY579aRIL20FTSSSDSJKJouILSJmGKLi+jEDfEEaHjKcmA4Cgv52x0bT5T1FiBINdzJ73SRQlidWWTXfna0iSiXmLvoDJ5Po73AEdPc9FR0fnHBKvtkMgzuv1A9zX+1McopM7DB8lx16F4A9S6A9AQoW4Qio3g0jEjO3Vg6iFTkIzawg1GTDlCyRKD7O36eNomkJJ+UWUF1zD+IkAVks2w9IrmLxGejp3MjbWhMnkoXbaTYSEWWxrryCShAtqZf6wO8mllXsItX4agOKS9YQjg4wMHQHA5S6nsvpqDh/8AbJkYcnyr5OTt4ChwcNsf+VWNC3ttymv3Ex31w4uuvRJzBYvoWAvgiBhs+f8s4b5vEdfuejovIfRgnGUI0No4SRSbQZCkZM/7HuRH//4x5wJ9JPnLeLaJR/EVVSBd4OK5vSijITg9U7UWQUEBq2IkopweT1iYBSnNoG51Eg4YMLbV8JF3gdIeKJE81Wib2WjHC0hCDgrLyM84xnGxtKri3h8nIC/jbrUTKb3NyMuKOaZQRFFA5Tg1PWmlBj+seap1wF/G8NDR1FSMZRUjP17v8mFFz9Clm8mi5Z+jfa2F7FYMgn421BScdRJE5jd8ZftoXXeXXRx0dF5D5N8oxvlxXS/lNSOLr4afoFv3v89DKJMjaeI5oFm7nnsk5ya1cQvr/oh3U8mcZVn4t4oIBQ5sZ2YQLZBorsbNU/GtCeAsTeM0W1GqvWi7B5EFkC+IZ++k5ap8yZanGQunQv8amqbKEokB4YRMaOEurnAJDOcl8tAcga57jqC/iZCwT6KSzfQ2vIUAMWlGxgZPj51jHSkmIAgiJSUbUCSjLy964toWoqFS+7BatWLVP6j0M1iOjrvYWI/2IfW4gegJzREze/fT6kzhy2XfIsCu4+hiJ+LX/gcx0fbOLDzCNbXKjAsaGbc/Cae09cRb7cgGsG8vhHDcA8Zr9qnji3Ny0HZn+5mmdyQweBwHonTaT+QoSRMX+m3yCtdRF/vLqxWH6JioKp9GapXwPTiBADK2iz6xWqspT30BB8jFh8lFOymsvpqNE0jFOzBYLBxqun3yLKVxcvvJec/hBaHQn2gafpq5R+MvnLR0XkPI83OITUpLlsDx1A1lTsbrqLAnm5Y5rO6+czsa7lx29fZ+sLTfPxjn+etoz8iN3oF8fb0SkRNAEM5mLxxIHr24IbJgAEByHAwbHyI/MJriUcDjBhfoW9oB7LVSFXNtahKAq9aTio5gunFs9Fo0qvDFGwqQthZiNFzGaMVJygp3Uh27ly2v/JhAv4zSLKZ0rJN1E//4F/1odjteX+xTefvjy4uOjrvYaR5uWijUQjE0QLpZEuR/1AKZjIpUU0kMYTGSCohNHMMOTeOWtmIIGok88fZf+aPzLvgVuxnrKgVFlKZmbDGgGKx0b/VRfaVswnxBkcP/Xjq2FZrFjm5cxkJibzRpZBye5ixdICsra0AaA4ZwaMxkd3GeP4JJI9EJDxMKNhLKNgNgJKK0XbmWYpLN2AyuZEN5n/E0On8J+hmMR2d9zhKR4DUcy109HRR+90rqXYXsuWSb5Nt9TAeD3Lx85/n0HAz+7/1FNPNhQwvH+dY58P4MufQfCbd9bK4dANDg4dIxAPYbLnk5C0mJ3UFged9oIK5LshE9dN09r5AQeFKujq24nAWYrFm4/JO59X+yzjak47sqspM8eFEJ9bBKBOzYyhFJnbv+sJkTTGByuqrGB05SW7+AhqPPQBAafnF9Pe+RXnl5UybeSuSpNcO+2ejr1x0dN7jSCUuxI/NoUqbw53jt/ODB+6n9vc3MTOznBNj7YSTMd5/4VXMyKuCpEL2WBULXHewre2uqWN0dbxKYdEqujq3EYsHKC5dx9GD36L8iptR4xC3dWIxOslW5jE0dISa+vfT3vo8w0Ov4FMcnOw/Ww25ZUTmRM1eUo5DLJ31Lfp6d00VqwSNRGKCsdHj5OTOZ/HybzDYt5eBgX3EYmP0dL+G1ZZNLDaKzzdLL+3yT0TP0NfR0UEQBARR4Nt338MPl3+MUmcOB4ebyXFn8a1bP8/PPnovytu9KPsHUN7uxTxixeOonPq821WJzVRKnm81cyu+jtXqo7z6UkLG4zQOfQvRpDI0eBBVjVNeuZlgsBO3u5TS8osIju5hcdnZLPlZ+eOMD2zDZHYRjQ7T3TPCwSPZvLlbYHg4jmGyTL6ixNCAQKCNcKgPgOyc+ezfcy/Np/7E6699itGRpn/oOOqcRTeL6ejoTKFFkySfbkZ5sxfMMtKKArAb0U4Mo54en9pPfl8tE7FOuk0H0CQBr7KK1IEynKUKYvU47ROP0XzqUSTZzIyGf6G3+w2GBg/i8dYiCMJU9rzDUUhl7bW4fctp6k2RTEbxaHtR4+2Yzdnc/7PXefChP/HnWUoQBG55/4XcdddVaGqCVCqCwWAHQSAU7MVodKBpCoFAG2ZzBoVFqyksXvXPGMr3PLpZTEdHZwrBYkBcVYyQZUUbj4GmoSUVBLcFmBQXmwFCCZy2Yur82WjjEQKVERyZrbBtEK3RimlOutJy2tn+PPmFyxkaPIjVlsVg/4Gp84VCvdhtefSc+QMuQSQeDzAwfJSMzHoeeXQrDzz4DAX5ZjZu8KFp8MJLgzz065coKfGxfn0VscgwPd07qa67noVLvkxn+zZ2v/kFVDVdv8xmy9HF5Z+ELi46OjpTaNEk6u5elFc7p7bJF5WhBOLI60vQIimEPDtq9wTa7j6wGdE6ArjVXJR9/QAIvREKyhs4zm8BDYPBhtGYrt81Mnyc8srNnD75RwAKilYzNHSE5lOPAmC2ZDJ77t1YbVk89+FrMRpFvvDZCpzOtIN+xnQHd97dxEMP/4nykhqcrlKyc+czPHiYUGiQVCpCccl6xsZOEfC3Eg73/wNHT+ed6OKio6MzhdodhED8nG1aSkP0WUlt7YBJ85S0JB9hpg+sBsi3I2Sd23TLaHJiNxZgMjnJK1jK6MgJyisvIytrJhZbHpJkIhoZYmzs9DldIWPREfzjp1GUMGfOtFJaYpkSFgCvx0hBvpmBwfQ1TgTa8Xpr8HhrON30e06fTEevFZWsI5WMkl+w/O8wSjr/FXRx0dHRmUIwSunkR6cRJhIIpS6EDAuaFJ8SFgBsBqTF+SR/cQStP4yQZ0danI9ycAAl30CrZTtZ9ll4M2rJK1iGzZaH0Wgnr2AJu3bcjc2eS0f7y2iaQnHpOiwWH9HoEEajk1hsjKYTD5OTbaOrO0QwlMJhT09Vfn+S3r4YebmTDc7MXlyeckLBPjraXpq6vO7O7cycfQey3mnyn4YuLjo6OlMIRU7EKg+aCILLhDjDh1zoRO0NorzRBcEkGESk+kyESAqtPwyA1hdCscson6pkz+GvMjR4CAbBYsmgq2MboWA3RcUXIAgiiUSIwTPPU1K2EYs5k/HR02Rk1WO1rsZizaKj7SXy8pew9oIQD/92gm9+5wwXbcxGVTWee3GQVErjQ7e+n5q6agRB5Oih+8nInIbTVcr42EkA7I4ChgcPk1+44p85nO9p9GgxHR2dv0BLqQjyuZkKal8IdTCE6LUiFjtRAzESPz6I1pcWGGlTGcZNFQwOHKS3+w0s1kxEQebg/u8AIIpG1m/6HbHYGG/u/DTJZJg5Cz7L6NBRgsEeRkeO0zD7E/T2vI7f30p+wUq+/Z0Xefb5g+dcxx133MGPfvQjDuz9JqFgLyaTC1EyklewjL7etwANr7eWzKzpeDNq/iHjpfOX6OKio6Pz30YdCKGeGgOLjDQtC8F2bmb8rp2fobvz1anXq9f9nJzc+UwEOhgfP8OBvd8kHhsjM2sGkmTG7a3idNPvp/ZftvJ7DAxq7Hz9AKIosWnTJmpq0oIxPHiY11/7JIlEgJLSC5k9/zMYjVZSqThGox2dfy66WUxHR+e/jZhjR8z52xN5SdmF9HTtQNMUcnIX4nKXA+B0ldDetoV4LF2kcmT4GDV1NyJK505JgiAyb/4K5s1f/RfHzsqexYaL/kA8EcDpKMQwKShGo1765X8Durjo6Oj83SgsWsW6jQ8Tj03gyajCYsmYeu8/ri5y8hZgsWTS2/0mAX8L5ZWXk5U96/95fLsjDzt61eP/jehmMR0dnX8K4dAgJxt/w/DgIcqrLqe8cjOSZCQeD5BIBLFYMpFlvcLx/1V0cdHR0fmnomnqZAdJnfMJ/Y7q6Oj8U9GF5fxEv6s6Ojo6Ou86urjo6Ojo6Lzr6OKio6Ojo/Ouo4uLjo6Ojs67ji4uOjo6OjrvOrq46Ojo6Oi86+jioqOjo6PzrqOLi46Ojo7Ou44uLjo6Ojo67zq6uOjo6OjovOvo4qKjo6Oj866ji4uOjo6OzruOLi46Ojo6Ou86urjo6Ojo6Lzr6OKio6Ojo/Ouo4uLjo6Ojs67ji4uOjo6OjrvOrq46Ojo6Oi86+jioqOjo6PzrqOLi46Ojo7Ou44uLjo6Ojo67zq6uOjo6OjovOvo4qKjo6Oj867z/wGHOsHg9zgr+AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "SEACells.plot.plot_2D(atac_ad, key='X_umap', colour_metacells=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Preparation step\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the first step, we derive summarized ATAC and RNA SEACell metacells Anndata objects. Both the input single-cell RNA and ATAC anndata objects should contain raw, unnormalized data. SEACell results on ATAC data will be used for the summarization\n",
    "\n",
    "<b>Warning: </b> The ATAC and RNA single-cell Anndata objects should contain the same set of cells. Only the common cells will be used for downstream analyses."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:16:13.330141Z",
     "start_time": "2022-01-19T06:16:02.906027Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generating Metacell matrices...\n",
      " ATAC\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████████| 99/99 [00:05<00:00, 17.92it/s]\n",
      "Trying to set attribute `.obs` of view, copying.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " RNA\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/msetty/.conda/envs/squidpy/lib/python3.9/site-packages/scanpy/preprocessing/_normalization.py:155: UserWarning: Revieved a view of an AnnData. Making a copy.\n",
      "  view_to_actual(adata)\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████| 99/99 [00:00<00:00, 475.48it/s]\n"
     ]
    }
   ],
   "source": [
    "atac_meta_ad, rna_meta_ad = SEACells.genescores.prepare_multiome_anndata(atac_ad, rna_ad, SEACell_label='SEACell')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The preparation step will generate summarized anndata objects for RNA and ATAC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:16:13.360325Z",
     "start_time": "2022-01-19T06:16:13.331927Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 99 × 246113\n",
       "    obs: 'n_counts'\n",
       "    var: 'GC_bin', 'counts_bin'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "atac_meta_ad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:16:13.386498Z",
     "start_time": "2022-01-19T06:16:13.361504Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 99 × 12464"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rna_meta_ad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Gene-peak correlations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the paired multiome metacell data, the next step is to compute the correlation of gene expression and accessbility of peaks within the vicinity of the gene. \n",
    "\n",
    "Computation of gene peak correlations requires the following parameters :\n",
    "1. GTF file with gene annotations. <b> Note: </b> Chromosome names should be numbered 1, 2 and the \"chr\" prefix will be added by SEACells \n",
    "2. Genomic span around genes to test the correlations \n",
    "\n",
    "Human GTF file is available at [https://dp-lab-data-public.s3.amazonaws.com/SEACells-multiome/hg38.gtf](https://dp-lab-data-public.s3.amazonaws.com/SEACells-multiome/hg38.gtf) and can be downloaded using:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:16:13.409646Z",
     "start_time": "2022-01-19T06:16:13.387737Z"
    }
   },
   "outputs": [],
   "source": [
    "#! wget https://dp-lab-data-public.s3.amazonaws.com/SEACells-multiome/hg38.gtf -O data/hg38.gtf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:18:14.343699Z",
     "start_time": "2022-01-19T06:16:13.410837Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading transcripts per gene...\n",
      "Preparing matrices for gene-peak associations\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|                                                                                            | 0/10 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing peak-gene correlations\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 30%|█████████████████████████▏                                                          | 3/10 [00:01<00:03,  1.78it/s]/home/msetty/.conda/envs/squidpy/lib/python3.9/site-packages/scipy/stats/_distn_infrastructure.py:1919: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  x = np.asarray((x - loc)/scale, dtype=dtyp)\n",
      " 40%|█████████████████████████████████▌                                                  | 4/10 [00:02<00:04,  1.34it/s]/home/msetty/.conda/envs/squidpy/lib/python3.9/site-packages/scipy/stats/_distn_infrastructure.py:1919: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  x = np.asarray((x - loc)/scale, dtype=dtyp)\n",
      "100%|███████████████████████████████████████████████████████████████████████████████████| 10/10 [00:08<00:00,  1.13it/s]\n"
     ]
    }
   ],
   "source": [
    "# In this example, we compute gene peak correlations for the first ten genes since \n",
    "# this process is computationally intensive\n",
    "gene_set = rna_meta_ad.var_names[:10]\n",
    "gene_peak_cors = SEACells.genescores.get_gene_peak_correlations(atac_meta_ad, rna_meta_ad, \n",
    "                                           path_to_gtf='data/hg38.gtf', \n",
    "                                           span=100000, \n",
    "                                           n_jobs=1,\n",
    "                                           gene_set=gene_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The result of this function is a `pandas.Series` object with one entry for each gene. Each entry is a `pandas.DataFrame` with the correlation of peak accessibility and gene expression and the p-value for significance of correlation using GC and accessiblity matched background sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:18:15.145885Z",
     "start_time": "2022-01-19T06:18:14.345085Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cor</th>\n",
       "      <th>pval</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>chr1:816070-816570</th>\n",
       "      <td>0.045967</td>\n",
       "      <td>0.611819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1:817092-817592</th>\n",
       "      <td>0.137940</td>\n",
       "      <td>0.381903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1:827266-827766</th>\n",
       "      <td>-0.029674</td>\n",
       "      <td>0.791839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1:838271-838771</th>\n",
       "      <td>-0.032071</td>\n",
       "      <td>0.868509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1:842638-843138</th>\n",
       "      <td>-0.162115</td>\n",
       "      <td>0.951703</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         cor      pval\n",
       "chr1:816070-816570  0.045967  0.611819\n",
       "chr1:817092-817592  0.137940  0.381903\n",
       "chr1:827266-827766 -0.029674  0.791839\n",
       "chr1:838271-838771 -0.032071  0.868509\n",
       "chr1:842638-843138 -0.162115  0.951703"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gene_peak_cors['FAM41C'].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If no peaks are present in the specified span of the gene, the entry in the dictionary contains a zero"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:18:15.173783Z",
     "start_time": "2022-01-19T06:18:15.147262Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gene_peak_cors['LINC01128']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Highly regulated genes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For downstream analyses, the full gene peak correlations results are available as a pickle file at [https://dp-lab-data-public.s3.amazonaws.com/SEACells-multiome/cd34_multiome_gene_peak_cors.p](https://dp-lab-data-public.s3.amazonaws.com/SEACells-multiome/cd34_multiome_gene_peak_cors.p) and can be downloaded using\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:18:15.198516Z",
     "start_time": "2022-01-19T06:18:15.175018Z"
    }
   },
   "outputs": [],
   "source": [
    "#! wget https://dp-lab-data-public.s3.amazonaws.com/SEACells-multiome/cd34_multiome_gene_peak_cors.p -O data/cd34_multiome_gene_peak_cors.p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:18:18.179454Z",
     "start_time": "2022-01-19T06:18:15.199724Z"
    }
   },
   "outputs": [],
   "source": [
    "gene_peak_cors = pd.read_pickle('data/cd34_multiome_gene_peak_cors.p') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:18:18.206956Z",
     "start_time": "2022-01-19T06:18:18.182332Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12464"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(gene_peak_cors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Highly regulated genes i.e., genes that are correlated with multiple peaks can be identified using the `get_gene_peak_assocations` function. `get_gene_peak_assocations` returns the number of significantly peaks correlated with each gene"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:18:23.934482Z",
     "start_time": "2022-01-19T06:18:18.208073Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████| 12464/12464 [00:05<00:00, 2186.04it/s]\n"
     ]
    }
   ],
   "source": [
    "peak_counts = SEACells.genescores.get_gene_peak_assocations(gene_peak_cors, \n",
    "                                                           pval_cutoff=1e-1,\n",
    "                                                           cor_cutoff=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:18:23.963580Z",
     "start_time": "2022-01-19T06:18:23.935816Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LINC01128    0\n",
       "FAM41C       4\n",
       "NOC2L        4\n",
       "ISG15        6\n",
       "AGRN         5\n",
       "            ..\n",
       "BRCC3        1\n",
       "VBP1         2\n",
       "RAB39B       6\n",
       "CLIC2        1\n",
       "TMLHE        3\n",
       "Length: 12464, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "peak_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:18:24.095877Z",
     "start_time": "2022-01-19T06:18:23.964571Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'No. of correlated peaks')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the distribution to identify genes with higher degree of regulation\n",
    "plt.scatter(np.arange(len(peak_counts)), \n",
    "           np.sort(peak_counts), s=20)\n",
    "sns.despine()\n",
    "plt.xlabel('Gene rank')\n",
    "plt.ylabel('No. of correlated peaks')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gene scores"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Gene scores are computed as the weighted sum of the accessiblity of correlated peaks and can be computed using `get_gene_scores`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:22:27.760694Z",
     "start_time": "2022-01-19T06:18:24.097052Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████| 12464/12464 [04:03<00:00, 51.17it/s]\n"
     ]
    }
   ],
   "source": [
    "gene_scores = SEACells.genescores.get_gene_scores(atac_meta_ad, \n",
    "                                                  gene_peak_cors,\n",
    "                                                  pval_cutoff=1e-1,\n",
    "                                                  cor_cutoff=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:22:28.588408Z",
     "start_time": "2022-01-19T06:22:27.762374Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LINC01128</th>\n",
       "      <th>FAM41C</th>\n",
       "      <th>NOC2L</th>\n",
       "      <th>ISG15</th>\n",
       "      <th>AGRN</th>\n",
       "      <th>C1orf159</th>\n",
       "      <th>SDF4</th>\n",
       "      <th>B3GALT6</th>\n",
       "      <th>UBE2J2</th>\n",
       "      <th>SCNN1D</th>\n",
       "      <th>...</th>\n",
       "      <th>MPP1</th>\n",
       "      <th>F8</th>\n",
       "      <th>FUNDC2</th>\n",
       "      <th>CMC4</th>\n",
       "      <th>MTCP1</th>\n",
       "      <th>BRCC3</th>\n",
       "      <th>VBP1</th>\n",
       "      <th>RAB39B</th>\n",
       "      <th>CLIC2</th>\n",
       "      <th>TMLHE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#TTGCAGCCAGGCGATA-1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005829</td>\n",
       "      <td>0.009785</td>\n",
       "      <td>0.018159</td>\n",
       "      <td>0.053374</td>\n",
       "      <td>0.042345</td>\n",
       "      <td>0.036484</td>\n",
       "      <td>0.014096</td>\n",
       "      <td>0.029941</td>\n",
       "      <td>0.003039</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006971</td>\n",
       "      <td>0.002203</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001719</td>\n",
       "      <td>0.015165</td>\n",
       "      <td>0.004225</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.035308</td>\n",
       "      <td>0.034425</td>\n",
       "      <td>0.005338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#TACAGCTAGTAATCCA-1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017462</td>\n",
       "      <td>0.007034</td>\n",
       "      <td>0.021173</td>\n",
       "      <td>0.026875</td>\n",
       "      <td>0.018844</td>\n",
       "      <td>0.034083</td>\n",
       "      <td>0.020050</td>\n",
       "      <td>0.033753</td>\n",
       "      <td>0.012982</td>\n",
       "      <td>...</td>\n",
       "      <td>0.024762</td>\n",
       "      <td>0.007021</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001290</td>\n",
       "      <td>0.002502</td>\n",
       "      <td>0.007835</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.051158</td>\n",
       "      <td>0.050683</td>\n",
       "      <td>0.004603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep2#TAACCTAAGGATTGAG-1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.026632</td>\n",
       "      <td>0.008566</td>\n",
       "      <td>0.027379</td>\n",
       "      <td>0.026118</td>\n",
       "      <td>0.020141</td>\n",
       "      <td>0.030814</td>\n",
       "      <td>0.012761</td>\n",
       "      <td>0.033828</td>\n",
       "      <td>0.013474</td>\n",
       "      <td>...</td>\n",
       "      <td>0.012807</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011502</td>\n",
       "      <td>0.001524</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.045826</td>\n",
       "      <td>0.043820</td>\n",
       "      <td>0.003887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#TAGCGGCTCATTATGG-1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003788</td>\n",
       "      <td>0.024816</td>\n",
       "      <td>0.008464</td>\n",
       "      <td>0.016567</td>\n",
       "      <td>0.020965</td>\n",
       "      <td>0.078593</td>\n",
       "      <td>0.065220</td>\n",
       "      <td>0.093520</td>\n",
       "      <td>0.049712</td>\n",
       "      <td>...</td>\n",
       "      <td>0.124604</td>\n",
       "      <td>0.036083</td>\n",
       "      <td>0.003839</td>\n",
       "      <td>0.016096</td>\n",
       "      <td>0.007937</td>\n",
       "      <td>0.003655</td>\n",
       "      <td>0.03626</td>\n",
       "      <td>0.057396</td>\n",
       "      <td>0.059264</td>\n",
       "      <td>0.007541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#GCCCATAAGATGCCTG-1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.021467</td>\n",
       "      <td>0.005354</td>\n",
       "      <td>0.019011</td>\n",
       "      <td>0.016332</td>\n",
       "      <td>0.017859</td>\n",
       "      <td>0.024918</td>\n",
       "      <td>0.019455</td>\n",
       "      <td>0.024968</td>\n",
       "      <td>0.008479</td>\n",
       "      <td>...</td>\n",
       "      <td>0.017892</td>\n",
       "      <td>0.004407</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002284</td>\n",
       "      <td>0.010087</td>\n",
       "      <td>0.003307</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.055975</td>\n",
       "      <td>0.082281</td>\n",
       "      <td>0.006632</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 12464 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       LINC01128    FAM41C     NOC2L  \\\n",
       "cd34_multiome_rep1#TTGCAGCCAGGCGATA-1        0.0  0.005829  0.009785   \n",
       "cd34_multiome_rep1#TACAGCTAGTAATCCA-1        0.0  0.017462  0.007034   \n",
       "cd34_multiome_rep2#TAACCTAAGGATTGAG-1        0.0  0.026632  0.008566   \n",
       "cd34_multiome_rep1#TAGCGGCTCATTATGG-1        0.0  0.003788  0.024816   \n",
       "cd34_multiome_rep1#GCCCATAAGATGCCTG-1        0.0  0.021467  0.005354   \n",
       "\n",
       "                                          ISG15      AGRN  C1orf159      SDF4  \\\n",
       "cd34_multiome_rep1#TTGCAGCCAGGCGATA-1  0.018159  0.053374  0.042345  0.036484   \n",
       "cd34_multiome_rep1#TACAGCTAGTAATCCA-1  0.021173  0.026875  0.018844  0.034083   \n",
       "cd34_multiome_rep2#TAACCTAAGGATTGAG-1  0.027379  0.026118  0.020141  0.030814   \n",
       "cd34_multiome_rep1#TAGCGGCTCATTATGG-1  0.008464  0.016567  0.020965  0.078593   \n",
       "cd34_multiome_rep1#GCCCATAAGATGCCTG-1  0.019011  0.016332  0.017859  0.024918   \n",
       "\n",
       "                                        B3GALT6    UBE2J2    SCNN1D  ...  \\\n",
       "cd34_multiome_rep1#TTGCAGCCAGGCGATA-1  0.014096  0.029941  0.003039  ...   \n",
       "cd34_multiome_rep1#TACAGCTAGTAATCCA-1  0.020050  0.033753  0.012982  ...   \n",
       "cd34_multiome_rep2#TAACCTAAGGATTGAG-1  0.012761  0.033828  0.013474  ...   \n",
       "cd34_multiome_rep1#TAGCGGCTCATTATGG-1  0.065220  0.093520  0.049712  ...   \n",
       "cd34_multiome_rep1#GCCCATAAGATGCCTG-1  0.019455  0.024968  0.008479  ...   \n",
       "\n",
       "                                           MPP1        F8    FUNDC2      CMC4  \\\n",
       "cd34_multiome_rep1#TTGCAGCCAGGCGATA-1  0.006971  0.002203  0.000000  0.001719   \n",
       "cd34_multiome_rep1#TACAGCTAGTAATCCA-1  0.024762  0.007021  0.000000  0.001290   \n",
       "cd34_multiome_rep2#TAACCTAAGGATTGAG-1  0.012807  0.000000  0.000000  0.000000   \n",
       "cd34_multiome_rep1#TAGCGGCTCATTATGG-1  0.124604  0.036083  0.003839  0.016096   \n",
       "cd34_multiome_rep1#GCCCATAAGATGCCTG-1  0.017892  0.004407  0.000000  0.002284   \n",
       "\n",
       "                                          MTCP1     BRCC3     VBP1    RAB39B  \\\n",
       "cd34_multiome_rep1#TTGCAGCCAGGCGATA-1  0.015165  0.004225  0.00000  0.035308   \n",
       "cd34_multiome_rep1#TACAGCTAGTAATCCA-1  0.002502  0.007835  0.00000  0.051158   \n",
       "cd34_multiome_rep2#TAACCTAAGGATTGAG-1  0.011502  0.001524  0.00000  0.045826   \n",
       "cd34_multiome_rep1#TAGCGGCTCATTATGG-1  0.007937  0.003655  0.03626  0.057396   \n",
       "cd34_multiome_rep1#GCCCATAAGATGCCTG-1  0.010087  0.003307  0.00000  0.055975   \n",
       "\n",
       "                                          CLIC2     TMLHE  \n",
       "cd34_multiome_rep1#TTGCAGCCAGGCGATA-1  0.034425  0.005338  \n",
       "cd34_multiome_rep1#TACAGCTAGTAATCCA-1  0.050683  0.004603  \n",
       "cd34_multiome_rep2#TAACCTAAGGATTGAG-1  0.043820  0.003887  \n",
       "cd34_multiome_rep1#TAGCGGCTCATTATGG-1  0.059264  0.007541  \n",
       "cd34_multiome_rep1#GCCCATAAGATGCCTG-1  0.082281  0.006632  \n",
       "\n",
       "[5 rows x 12464 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gene_scores.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:22:28.615144Z",
     "start_time": "2022-01-19T06:22:28.589825Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(99, 12464)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gene_scores.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`gene_scores` is a `pandas.DataFrame` with metacells as rows and genes as columns. This can be used for any downstream analysis such as clustering, visualization etc."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Gene-accessibility"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This section describes how to compute gene accessiblity metrics using SEACell metacells."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Open peaks in metacells"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first step is to identify the subset of peaks that are open in each metacell. `determine_metacell_open_peaks` function can be used to determine this. \n",
    "\n",
    "By default, all peaks are tested to check if they are open or closed in every metacell. A subset of peaks can be specified using the `peak_set` parameter. \n",
    "\n",
    "This function also requires a low-dimensional embedding such as `X_svd`. We can summarize the SVD of single-cell ATAC for this analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:23:30.845960Z",
     "start_time": "2022-01-19T06:23:24.065068Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "827d9d373e4b40cb8ef6fbc2c55ce1de",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a metacell anndata with raw counts\n",
    "atac_meta_ad = SEACells.core.summarize_by_SEACell(atac_ad, SEACells_label='SEACell')\n",
    "atac_meta_ad.obs['n_counts'] = np.ravel(atac_meta_ad.X.sum(axis=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:23:31.676354Z",
     "start_time": "2022-01-19T06:23:30.847544Z"
    }
   },
   "outputs": [],
   "source": [
    "# We will reuse the atac_meta_ad computed above\n",
    "\n",
    "# Add SVD summary to atac meta ad\n",
    "seacell_label = 'SEACell'\n",
    "sc_svd = pd.DataFrame(atac_ad.obsm['X_svd'], index=atac_ad.obs_names)\n",
    "atac_meta_ad.obsm['X_svd'] = sc_svd.groupby(atac_ad.obs[seacell_label]).mean().loc[atac_meta_ad.obs_names, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:23:39.306433Z",
     "start_time": "2022-01-19T06:23:31.677921Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████| 100/100 [00:07<00:00, 13.24it/s]\n"
     ]
    }
   ],
   "source": [
    "# Determine open peaks in each metacell\n",
    "SEACells.accessibility.determine_metacell_open_peaks(atac_meta_ad, peak_set=None, low_dim_embedding='X_svd', pval_cutoff=1e-2,\n",
    "                                  read_len=147, n_neighbors=3, n_jobs=1)\n",
    "# This function will add 'OpenPeaks' to the Anndata layers and is a binary matrix \n",
    "# indicating whether the peak is open or closed in the metacell"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:23:39.330829Z",
     "start_time": "2022-01-19T06:23:39.307725Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 100 × 246113\n",
       "    obs: 'n_counts'\n",
       "    obsm: 'X_svd'\n",
       "    layers: 'OpenPeaks'"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "atac_meta_ad"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gene accessibility metric"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Open peaks are used to compute gene accessiblity metric which represents the fraction of correlated open peaks. \n",
    "\n",
    "<b>Warning: </b> This metric is only reliable if there are sufficient number of open peaks associated with each gene. \n",
    "It is recommended to be used for only genes with high regulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:23:39.474946Z",
     "start_time": "2022-01-19T06:23:39.331900Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'No. of correlated peaks')"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Use the highly regulated genes as the gene set of interest \n",
    "# Plot the distribution to identify genes with higher degree of regulation\n",
    "plt.scatter(np.arange(len(peak_counts)), \n",
    "           np.sort(peak_counts), s=20)\n",
    "sns.despine()\n",
    "plt.xlabel('Gene rank')\n",
    "plt.ylabel('No. of correlated peaks')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:23:39.500571Z",
     "start_time": "2022-01-19T06:23:39.476144Z"
    }
   },
   "outputs": [],
   "source": [
    "# Select genes based on the elbow point\n",
    "high_reg_genes = peak_counts.index[peak_counts > 9]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:23:42.896849Z",
     "start_time": "2022-01-19T06:23:39.501599Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████| 2198/2198 [00:03<00:00, 652.58it/s]\n"
     ]
    }
   ],
   "source": [
    "# Compute gene accessibility\n",
    "SEACells.accessibility.get_gene_accessibility(atac_meta_ad, gene_peak_cors, \n",
    "                                              gene_set=high_reg_genes, pval_cutoff=1e-1, cor_cutoff=0.1)\n",
    "# p-value and corrrelation cutoffs are used for correlated peaks\n",
    "# This function will add 'GeneAccessibility' to the Anndata `.obsm` field"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:23:42.947045Z",
     "start_time": "2022-01-19T06:23:42.898206Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UBE2J2</th>\n",
       "      <th>ACAP3</th>\n",
       "      <th>AURKAIP1</th>\n",
       "      <th>CCNL2</th>\n",
       "      <th>ATAD3A</th>\n",
       "      <th>GNB1</th>\n",
       "      <th>PRKCZ</th>\n",
       "      <th>FAAP20</th>\n",
       "      <th>SKI</th>\n",
       "      <th>PANK4</th>\n",
       "      <th>...</th>\n",
       "      <th>PRICKLE3</th>\n",
       "      <th>CCDC22</th>\n",
       "      <th>NHSL2</th>\n",
       "      <th>TSC22D3</th>\n",
       "      <th>TMEM164</th>\n",
       "      <th>AMMECR1</th>\n",
       "      <th>DOCK11</th>\n",
       "      <th>IDS</th>\n",
       "      <th>HCFC1</th>\n",
       "      <th>EMD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#AAACAGCCACTCGCTC-1</th>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.692308</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.354839</td>\n",
       "      <td>0.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>0.692308</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.538462</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>0.476190</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.363636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#TTGCAGCCAGGCGATA-1</th>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.692308</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.322581</td>\n",
       "      <td>0.4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.357143</td>\n",
       "      <td>0.538462</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.545455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#TACAGCTAGTAATCCA-1</th>\n",
       "      <td>0.363636</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.538462</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.451613</td>\n",
       "      <td>0.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>0.538462</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.461538</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.454545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep2#TAACCTAAGGATTGAG-1</th>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.523810</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.483871</td>\n",
       "      <td>0.4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.692308</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.523810</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.636364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#TAGCGGCTCATTATGG-1</th>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.538462</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.419355</td>\n",
       "      <td>0.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.857143</td>\n",
       "      <td>0.846154</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.923077</td>\n",
       "      <td>0.866667</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.545455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep2#ACTTGTCGTAAGCTTG-1</th>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.419355</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.785714</td>\n",
       "      <td>0.769231</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.923077</td>\n",
       "      <td>0.933333</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.238095</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.636364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep2#GAATTTGTCCTTCGTA-1</th>\n",
       "      <td>0.818182</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.909091</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.615385</td>\n",
       "      <td>0.476190</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.580645</td>\n",
       "      <td>0.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.857143</td>\n",
       "      <td>0.769231</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.692308</td>\n",
       "      <td>0.466667</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.476190</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.545455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep1#GGCAAGCCATTCCTCG-1</th>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.466667</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.692308</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.322581</td>\n",
       "      <td>0.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.615385</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>0.380952</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.272727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep2#GGTCAAGCAGCACGAA-1</th>\n",
       "      <td>0.181818</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.692308</td>\n",
       "      <td>0.380952</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.483871</td>\n",
       "      <td>0.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>0.615385</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.272727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd34_multiome_rep2#TCTCAAGCAACACCTA-1</th>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.466667</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.769231</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.322581</td>\n",
       "      <td>0.4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.357143</td>\n",
       "      <td>0.692308</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.153846</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.476190</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.363636</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 2198 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         UBE2J2     ACAP3  AURKAIP1     CCNL2  \\\n",
       "cd34_multiome_rep1#AAACAGCCACTCGCTC-1  0.636364  0.272727  0.533333  0.636364   \n",
       "cd34_multiome_rep1#TTGCAGCCAGGCGATA-1  0.454545  0.454545  0.666667  0.636364   \n",
       "cd34_multiome_rep1#TACAGCTAGTAATCCA-1  0.363636  0.545455  0.533333  0.818182   \n",
       "cd34_multiome_rep2#TAACCTAAGGATTGAG-1  0.454545  0.454545  0.600000  0.727273   \n",
       "cd34_multiome_rep1#TAGCGGCTCATTATGG-1  0.636364  0.454545  0.666667  0.727273   \n",
       "...                                         ...       ...       ...       ...   \n",
       "cd34_multiome_rep2#ACTTGTCGTAAGCTTG-1  0.545455  0.454545  0.666667  0.727273   \n",
       "cd34_multiome_rep2#GAATTTGTCCTTCGTA-1  0.818182  0.454545  0.666667  0.909091   \n",
       "cd34_multiome_rep1#GGCAAGCCATTCCTCG-1  0.272727  0.454545  0.466667  0.454545   \n",
       "cd34_multiome_rep2#GGTCAAGCAGCACGAA-1  0.181818  0.454545  0.400000  0.636364   \n",
       "cd34_multiome_rep2#TCTCAAGCAACACCTA-1  0.272727  0.454545  0.466667  0.545455   \n",
       "\n",
       "                                       ATAD3A      GNB1     PRKCZ  FAAP20  \\\n",
       "cd34_multiome_rep1#AAACAGCCACTCGCTC-1     0.7  0.692308  0.333333     0.6   \n",
       "cd34_multiome_rep1#TTGCAGCCAGGCGATA-1     0.4  0.692308  0.333333     0.7   \n",
       "cd34_multiome_rep1#TACAGCTAGTAATCCA-1     0.4  0.538462  0.428571     0.8   \n",
       "cd34_multiome_rep2#TAACCTAAGGATTGAG-1     0.3  0.384615  0.523810     0.7   \n",
       "cd34_multiome_rep1#TAGCGGCTCATTATGG-1     0.5  0.538462  0.428571     1.0   \n",
       "...                                       ...       ...       ...     ...   \n",
       "cd34_multiome_rep2#ACTTGTCGTAAGCTTG-1     0.5  0.384615  0.333333     1.0   \n",
       "cd34_multiome_rep2#GAATTTGTCCTTCGTA-1     0.6  0.615385  0.476190     0.7   \n",
       "cd34_multiome_rep1#GGCAAGCCATTCCTCG-1     0.1  0.692308  0.285714     0.6   \n",
       "cd34_multiome_rep2#GGTCAAGCAGCACGAA-1     0.5  0.692308  0.380952     0.6   \n",
       "cd34_multiome_rep2#TCTCAAGCAACACCTA-1     0.2  0.769231  0.333333     0.6   \n",
       "\n",
       "                                            SKI  PANK4  ...  PRICKLE3  \\\n",
       "cd34_multiome_rep1#AAACAGCCACTCGCTC-1  0.354839    0.7  ...  0.571429   \n",
       "cd34_multiome_rep1#TTGCAGCCAGGCGATA-1  0.322581    0.4  ...  0.357143   \n",
       "cd34_multiome_rep1#TACAGCTAGTAATCCA-1  0.451613    0.7  ...  0.428571   \n",
       "cd34_multiome_rep2#TAACCTAAGGATTGAG-1  0.483871    0.4  ...  0.500000   \n",
       "cd34_multiome_rep1#TAGCGGCTCATTATGG-1  0.419355    0.7  ...  0.857143   \n",
       "...                                         ...    ...  ...       ...   \n",
       "cd34_multiome_rep2#ACTTGTCGTAAGCTTG-1  0.419355    1.0  ...  0.785714   \n",
       "cd34_multiome_rep2#GAATTTGTCCTTCGTA-1  0.580645    0.7  ...  0.857143   \n",
       "cd34_multiome_rep1#GGCAAGCCATTCCTCG-1  0.322581    0.5  ...  0.285714   \n",
       "cd34_multiome_rep2#GGTCAAGCAGCACGAA-1  0.483871    0.6  ...  0.428571   \n",
       "cd34_multiome_rep2#TCTCAAGCAACACCTA-1  0.322581    0.4  ...  0.357143   \n",
       "\n",
       "                                         CCDC22     NHSL2  TSC22D3   TMEM164  \\\n",
       "cd34_multiome_rep1#AAACAGCCACTCGCTC-1  0.692308  0.666667      0.6  0.538462   \n",
       "cd34_multiome_rep1#TTGCAGCCAGGCGATA-1  0.538462  0.500000      0.7  0.307692   \n",
       "cd34_multiome_rep1#TACAGCTAGTAATCCA-1  0.538462  0.583333      0.6  0.461538   \n",
       "cd34_multiome_rep2#TAACCTAAGGATTGAG-1  0.692308  0.666667      0.6  0.384615   \n",
       "cd34_multiome_rep1#TAGCGGCTCATTATGG-1  0.846154  0.416667      0.4  0.923077   \n",
       "...                                         ...       ...      ...       ...   \n",
       "cd34_multiome_rep2#ACTTGTCGTAAGCTTG-1  0.769231  0.250000      0.4  0.923077   \n",
       "cd34_multiome_rep2#GAATTTGTCCTTCGTA-1  0.769231  0.250000      0.6  0.692308   \n",
       "cd34_multiome_rep1#GGCAAGCCATTCCTCG-1  0.615385  0.500000      0.6  0.076923   \n",
       "cd34_multiome_rep2#GGTCAAGCAGCACGAA-1  0.615385  0.666667      0.5  0.384615   \n",
       "cd34_multiome_rep2#TCTCAAGCAACACCTA-1  0.692308  0.500000      0.5  0.153846   \n",
       "\n",
       "                                        AMMECR1    DOCK11       IDS  HCFC1  \\\n",
       "cd34_multiome_rep1#AAACAGCCACTCGCTC-1  0.133333  0.363636  0.476190    0.7   \n",
       "cd34_multiome_rep1#TTGCAGCCAGGCGATA-1  0.000000  0.363636  0.285714    0.6   \n",
       "cd34_multiome_rep1#TACAGCTAGTAATCCA-1  0.000000  0.181818  0.428571    0.3   \n",
       "cd34_multiome_rep2#TAACCTAAGGATTGAG-1  0.066667  0.090909  0.523810    0.4   \n",
       "cd34_multiome_rep1#TAGCGGCTCATTATGG-1  0.866667  0.090909  0.142857    0.7   \n",
       "...                                         ...       ...       ...    ...   \n",
       "cd34_multiome_rep2#ACTTGTCGTAAGCTTG-1  0.933333  0.090909  0.238095    0.7   \n",
       "cd34_multiome_rep2#GAATTTGTCCTTCGTA-1  0.466667  0.272727  0.476190    0.7   \n",
       "cd34_multiome_rep1#GGCAAGCCATTCCTCG-1  0.066667  0.181818  0.380952    0.6   \n",
       "cd34_multiome_rep2#GGTCAAGCAGCACGAA-1  0.000000  0.363636  0.333333    0.5   \n",
       "cd34_multiome_rep2#TCTCAAGCAACACCTA-1  0.000000  0.090909  0.476190    0.5   \n",
       "\n",
       "                                            EMD  \n",
       "cd34_multiome_rep1#AAACAGCCACTCGCTC-1  0.363636  \n",
       "cd34_multiome_rep1#TTGCAGCCAGGCGATA-1  0.545455  \n",
       "cd34_multiome_rep1#TACAGCTAGTAATCCA-1  0.454545  \n",
       "cd34_multiome_rep2#TAACCTAAGGATTGAG-1  0.636364  \n",
       "cd34_multiome_rep1#TAGCGGCTCATTATGG-1  0.545455  \n",
       "...                                         ...  \n",
       "cd34_multiome_rep2#ACTTGTCGTAAGCTTG-1  0.636364  \n",
       "cd34_multiome_rep2#GAATTTGTCCTTCGTA-1  0.545455  \n",
       "cd34_multiome_rep1#GGCAAGCCATTCCTCG-1  0.272727  \n",
       "cd34_multiome_rep2#GGTCAAGCAGCACGAA-1  0.272727  \n",
       "cd34_multiome_rep2#TCTCAAGCAACACCTA-1  0.363636  \n",
       "\n",
       "[100 rows x 2198 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "atac_meta_ad.obsm['GeneAccessibility']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Gene accessiblity metrics can be used as inputs for downstream analyses."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:23:42.976827Z",
     "start_time": "2022-01-19T06:23:42.948293Z"
    }
   },
   "outputs": [],
   "source": [
    "# First generate a summarized umap to visualize gene accessilibility\n",
    "# We will use the RNA meta data to compare expression and accessibility \n",
    "rna_umap = pd.DataFrame(rna_ad.obsm['X_umap'], index=rna_ad.obs_names)\n",
    "rna_meta_ad.obsm['X_umap'] = rna_umap.groupby(atac_ad.obs[seacell_label]).mean().loc[rna_meta_ad.obs_names, :].values\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-19T06:23:43.572664Z",
     "start_time": "2022-01-19T06:23:42.978553Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Yk2dlGRIWdgu9en+Gkyd2gWWLYY6dF/RP6+WL5jp1Qsi7S6PR4ObNO4iJiYMgCChRwg2+vu/BwcHeqriDBo/DxYtBVsXgeR4jR01BuXJl0a5tC6tiFVo0nhBCionXsQl4cS8K2nQ1ZEoFSlYpgxIVPKyKyUXdg+bwaquXzvExj6HevxQ2vScVz01I8mEs4XkeH3/8MUJDQ9G0aVOsXbs2x/H09HQsXrwYhw4dQlxcHDw8PNC1a1eMHTsWdnbmbSRGCS1Ciqk7dx5g6bJ12LP3EKKjY3Idd3V1QfsPWmL06KFo1bKpWbHVajWGfTYJGo1GlL6eP38FCxcuxxdfjBYlXuHCGxhYi+a0XkLIu0WlUmHHjv1Ys2YrgoJCc33usywLH58aGDSoD4YM6Qs3N1ez4q9dtw0HDh4Xpa8cx2HkqMm4HnwCTk6OosQsXGg8IYQUXbF3n+Lq+uO4c/QaUl4k5jpu5+qIqq3rouGgdqjQsIZZsQWtGpoja0TbqY9/HA5d6Bko6rUWJV7hIv1Ysm7dOty/f1/vMY7jMHLkSFy5cgU9evRAw4YNcefOHaxatQphYWFYs2aNWZMciuF0CELebfHxCRj66QTU9m2Fvxav1pvMAoDExCTs2Lkf7T7ogxateuDu3QcmX2PRolW4dfueWF0GAPw4Yx7i4l6KGrNQ4PmMwTXXi25ACCGF2759R1Cz5vsYMeIrXLhwVe9DDJ7ncePGbXzzzc/w9m6MRYtWgjfx8y0lJRWTp8wUtc+RkVGY/eufosYsNGg8IYQUQamvXmP72D+xpMNUBG08oTeZBQDpiSm4sfc8Vvf5CWv7z0L8kziTr6G9cgRC4guRevwm5r87IajSRI1ZKEg8ljx9+hQLFy7EpEmT9B7fs2cPrly5gsGDB2Pu3Lno27cvfvjhB0yePBmXLl1CYGCgWdejhBYhxciFi1fhW68tNm02rw7JxYtBqN+wI9as3Wq0Lc/zWLJ0rYU9NCw9XYXVqzeLHrfACbzhFyGEFEIajQbDhn2B/v1HIibG9BuEtLR0TJnyEzp06I9Xr4zXRty4aackG4OsXrMZKlUxLOpL4wkhpIh5dCEci9t/g1sHL5t13uNLt7Gk41SE7T1vtK3A6aALPWNpFw3TqKALN379IkfisWTatGmoWrUqBg8erPf4vn37AAABAQE53v/kk09ga2uLvXv3mnU9SmgRUkycO38FnToPQEyM6U8zslOpVBgx8iujyaqTJ8/hyZNoi65hzNp1VNCXEEIKkk6nw4ABo7Fp0y6LY5w7dxkdO/ZHfHxinu3Wrttu8TXy8upVAgIDj0oSmxBCiGkizt3Epk/nIe3Va4vO16apsXvSEoRszztZxT26AaRZdg1jdDfOSRK3MIuIiEB4eHiuV1yc8XvM7du3IygoCLNmzdK7bFAQBNy4cQMeHh7w8vLKcczW1ha1atXCjRs3zOovJbQIKQZiYuLQq3cA0tKs35Fj4ufTcPrMBYPHrS3cm5eIiMd48eKVZPELhPCm8OLbL4GK+BJCCp8ffvgNBw/+Y3WcmzfvYOjQCQaPq1QqXL9+0+rrGHLp8jXJYhcYGk8IIUVEYvRLbB/9P+jU1m0eBUFA4NSViAoxXBqFj46w7hp5Xf7lMwiaYjbj18hYMmXKFPTq1SvXa9u2vCcexMbGYu7cuQgICEDNmjX1tklMTER6ejpKly6t97inpydSUlKQkpJi8o9DReEJKQbGjP3G6JNwUwmCgJGjJiPk2j96d64KCTEva26ukJAb6NChtaTXyE+CwEPQM4VX33uEEFKQLl26hoULV4gW7/jxM1i9egs++2xArmNhN25Dp9OJdq23BYdIlywrKDSeEEKKisCvV0CdbP2DdgAQOB57Jy/D6EOzIbdR5DrOx0WKch0DVwcf9wSyctUlvEb+MjaWzJs3D97e3rmOu7u75xl3xowZcHNzw/jx4w22ySwHoFQq9R63sbEBkLELoqOjaZu70AwtQoq4M/9exP4Dx0SN+fBhJP5avFrvsbgX0hZuL3aF4fU9Acl8EUJIIfLtt7+YXNDdVNOn/wa1Wp3rfak/618Ut7EEoPGEEFIk3Dt5HQ/PiftQ4eWDZ7i2+aTeY0JasqjXyu/4+c7IWOLt7Q0fH59cLw8PD4MhDx48iJMnT2LmzJmwtbU12C7zmL5NZgBkfV+ws7Mz+cehhBYhRdySJWslibti5UbRb2zeSYJgoPAiLREhhBQeYWG3JFlS/vJlPHbuPCB63HcSjSeEkCLg6vrj0sTdaP1yeDAMwLKAjAXksoyXTJbxHsNYH78oEHks0Wg0mDVrFpo3bw4vLy9ERkZmvYCMWVmRkZF4+fIlXF1dYWdnh5iYGL2xYmNj4ejoaPLsLIASWoQUaenp6dgnUeHbx4+f4oKemxtPj7ynm1rLw6OUpPEJIYTktnXrHslib9u2L9d7np7SjiXuNJYQQki+S09KxYMzoZLEfvngGZ7deJTrfcbe2fjJLJMtgcX+l8BimIxj2RNcbxUzZ+ydxPoRiiWVSoX4+HicO3cOHTp0yPECgJCQEHTo0AG//PILGIZB7dq1ERcXh+jo6Fxxbt++jTp16ph1faqhRUgRdj00HFqtlcUW8xAUdB3N32+U4z0/vzoI3C/d7lH+/r6SxS4QAgfwnP73CSGkkAgKCpMs9rVruW9u6tSuCblcLlkdLX9/874QFwk0nhBCCrlnNx5B4KWbNfos7CHK1qmc4z3WswL4yFuGT5LJMpJWpmAYQPYmycVlrFRhPSpY2t3CSeSxxM7ODgsXLtR77PPPP0f16tUxbtw4lClTBgDQo0cPXL16FWvWrMG0adOy2m7ZsgUqlQo9evQw6/qU0CKkCAsLy+PDWwShoeG53mvatL5k13N1dUGpUiUki18gMqf16nufEEIKiZs3b0sW+9WrBERFPUe5cmWy3rO1tYWfXx1cvRoiyTUrVypmNyAAjSeEkEIv9paUBdqBmFtPcr3Hlq2qvzGDjGSWJUsJmTczumwcwSgN14QqkkQeSxQKBTp16mTweMmSJXMc79WrF/bu3YsNGzYgOTkZDRo0wN27d7F582Y0atQI3bt3N+v6tOSQkCIsMfG1pPGTknIXQWzTpjkqVSovyfUSEpPw86w/JIldYKiILyGkCJB6PHn9Onf8gE/7S3a9Bb8vQWzsC8niFwgaTwghhZxKpJ0NDVEnp+V6T1a5NhgHl9yNLU1m5bhgCrTB0tQEKzAFPJbIZDIsX74cw4YNw5UrVzBz5kycOHECAQEBWLZsGWQymVnxKKFFSBEml0s7yVIuz/2BwrIsxoz+VPRrZT4TmPXLH7h8JVj0+AXHQOFF0BN1QkjhIf14kjv+wE96o0QJV0muFxX1HGPHTZUkdsGh8YQQUrixMmkLq7N67k0YmRzyuq1zvilGMusN7fm94F9EiRKrcMi/seTu3btYu3ZtrvcdHBzw9ddf49SpU7h58yZOnTqFKVOmwN7e3uxrUEKLkCKsYgUvSeNXqFhO7/vjx3+G2rVrSXJNjuMwYsRXtMMiIYTkowoSjicsy8LLq0yu9x0c7LFg3gzJrrsv8Ah27z4oWXxCCCE5uXhJuyGHofjyhh3BuHlm/IFlTK+ZZQqeg/qf9eLFI6KiGlqEFGFSF1Cv76c/vlKpxKpVf6BVqx5QqdRWX+ft5wG3bt/DocMn0K1re6tjmyIhIRHXgsNw8+YdpKSkQqlUwrtKRfj7+6JyZSvrsBiawksJO0JIIeLnVwcPHuTePUoMNWp4w8FB/1PXwYP7Yu++I9gXeESSay/4Yyl69eoqSey3cRyHO3ceIDg4DFHRzyEIAtzcXFCvXm3Uq+sDOzs76y4g8XjC8zw+/vhjhIaGomnTprmeqqenp2Px4sU4dOgQ4uLi4OHhga5du2Ls2LHW/2yEkGLh7YLt4sevpPd9RqGEslMA1NvmSTJlR4h7Au7pHcjK1xQ/uB6vXsXjWvANhIffQVpaOhQKBapVrQx/f19UNDDhwGTF7N6EElqEFGFVqlRExYrlEBkp/jRYlmXRokVjg8f9/epg6tSJ+HHGPFjzDMTQ5NYVKzZKmtDieR6BgUexZNk6nDx5DoKBQohVq1bCyBGD8VnAALi66lmfb4zAQdC3awjtSkUIKURatWqKHTsCJYrdLM/jG9b/Ba/y9ZCcnCL6tS9fDkZoaDjq1vURPXamyMgoLF22HmvXbcWLF6/0tlEqlejdqyvGjBmKZk0bWnYhiceTdevW4f79+3qPcRyHkSNH4sqVK+jRowcaNmyIO3fuYNWqVQgLC8OaNWvAsrTwg5B3nXu1cnBwd0HqiyTRY8uUcpSvX93wca+qkDfsAJ1ENa90N85KmtDiOA579hzCkmXrcObMRYPtataoilGjhmDokH5wdnYy/0LF7N6ERh5CirjhwwZKErdL53YoV65snm3S01UALF9xndd5Z/69KNmyw7t3H6Bl64/Qp99wnDhx1mAyCwAePHiMr7/5GbV8WmDXrgPmX0wwsE6ddqUihBQiH3/8EZycHCWJPXx43uMUz/NISUmV5NoAcPrMBUnichyH3+b+hfdqt8S8+YsNJrMAQKPRYMvWPWjZ6iMMHDQWr17Fm39BCceTp0+fYuHChZg0aZLe43v27MGVK1cwePBgzJ07F3379sUPP/yAyZMn49KlSwgMlCYZSggpWlgZC/9+rSWJXatTQziUdM67ES9dUoaLuitZ7Js376DZ+93w8Sej80xmAcCduw/wxZfT4VOnFfYfOGb+xYrZvQkltAgp4oYPG2hZdt6IL74YZbRNcMiNrH8WYHpiy5S2KSmpuHfvoYkRTbdz537Ub9gRly5dM+u8Fy9eof+AURg1ego4zozBUjCwi4i+7XIJIaSAODo6GE08WeKDD1qidu28n2iHXL+Z54MFawUHh4keMzExCe3a98X3036FWm3e0vtt2/ehrl87hITcNO+iEo4n06ZNQ9WqVTF48GC9x/ft2wcACAgIyPH+J598AltbW+zdu9fqPhBCiocGg9tBYWcjblCGQZNhnY024+OeiHvd7NJTwL+24GGEERs37kSjJp1xzcyx6vnzWPTsFYAvvpxu3hhazO5NKKFFSBHn7l4S8+f9KGrMYZ99glYtmxpt90TPUkcBuRNWgoH3jXkc+dSM1sbt2nUAAwePg0qlsjjGqtWbMWLkV5LefBFCSEGYNu0L6+sGZuPgYI9Fi2YbbadvLBHTY5Hjp6SkonPXgTh37rLFMWJi4tC+Yz+Ehd0SrV8REREIDw/P9YqLi8vzvO3btyMoKAizZs3Su2xQEATcuHEDHh4e8PLKuXmAra0tatWqhRs3buQ6jxDybnIpUxLtvuknaszGAR1Rrp630XZCsvgJp5zxDc/EtcTGjTsRMGwSNBqNxTEW/bUK4yd8K2KvihZKaBFSDHwWMAA9P+oiSqyaNapi3tzpJrXVcbo8j5ubwHqbWTOhjHjw4BEChk0SJeb6DTuwbLmJu50Us2m9hJDiy8HBHqtX/w+2tuI8Wf/9959MSpAZG0usJeZYAgCTvvgBV6+GWB0nMTEJ/T8eifT0dNNOMDKeTJkyBb169cr12rZtm8GQsbGxmDt3LgICAlCzpv6ZdImJiUhPT0fp0qX1Hvf09ERKSgpSUsSvgUYIKZoaf9oRVVvXFSWWZ60KaPe1iQkyCZccZsQXbxZTePhdjBrztSgPyZct34D167eb1riY3ZtQQouQYmLjhr/QuXNbq2LUqO6NI4e3mLyE0dlJ/KWOOeKLtJRSEAQMH/kV0tJMvGkwwdRvf8HjxybMIOM5wy9CCClkmjZtgK1bl1mV1GIYBvPmTcfQoabdgBSVsQQAjhw9hbXrDCeIzHX/wSNMm/6baY2NjCfz5s3D7t27c7369+9vMOSMGTPg5uaG8ePHG2yTOatZqVTqPW5jk/HfismJOUJIsccwDPot/RyV37duQw6PmuUxeMNUKE1dwqiUdsdVRmkrShyO4zBsxJdmL1nPy5eTZ+DZsxjjDYvZvQkltAgpgpKSXuPs2UvYH3gMB/YfQ0jwDTAMg907V+P77yZBLjd/A9N+fbvj3zN7jRaCz87X9z2zr2MqhmHgW6eWKLGOHT9j1dIQfVJSUjFv/mITWhp4CmLV3DVCCLEez/O4ffs+Dhw8jj17DuHY8TN4/jwWnTq1xcmTu/Dee4Z3kzKkdGl37NixAhMmDDf5HCnHEgDwrSNe/B9/nCtarEx//70WsbEvTGiZ93ji7e0NHx+fXC8PDw+90Q4ePIiTJ09i5syZsLU1fJOWeczQkpjMGzI7O2lvJAkhhRefnAxNaAjU5/6F+sI5aB/cg0Ihw8A1U/D+6G5gZOanHer2boHPdkyHo7vpu4yz7uXMvo7pwVkwJU2/T8rL/v3HEBR0XZRYmRITk/D7/5aZ0LJ43ZuYf9dLCCkQcXEvsW7tNmzevBsP7j/KNT1VqVSiQcO6CAj4GKdP7cGcOX/i0OETRncKbNjQD1O/Ho8ePTqZ3acGDeqK+qQ6u6releDiYmQnExMtXbpOlDhv27R5N+b8Oi3vncEyCy3qe58QQvKZIAg4euw0li/fgJOnzundXbBs2dLo07sr1q9fhIMHT2D58vWIjs77qa+LizMGDeqN77//AiVKuJrVJ2/vSihRwhXx8YlmnWeqBvV9RYlz5WqI2UV7TaHVarFy1SZ8/92kvBuKOJ5oNBrMmjULzZs3h5eXFyIjI3McV6lUiIyMhIODA0qWLAk7OzvExOj/byA2NhaOjo5wdJRml0xCSOHEvXoF1aH9UJ84Di5aT61ChRKK995Diy4folb773H6z3148O8No0vbytevhhbjP0L1tvXM7hPrWRHcvSCzzzMFU6IsGLlClFhLlklzb7J+/Xb8PPPrvB8wFLN7E0poEVLI6XQ6/L5gKX6bswhqteGCgRqNBhfOX8WF81dRpown/lz0Cxb+bxb2BR5BcHAYwsPvIjU1DUqlElWrVoa/fx107NgG9f0t/6Lfq2dXfPnVDKsKGRry8cc9RYmjUqlw5OgpUWK9LSUlFcePn0GvXl0liU8IIWIKC7uFYcO/QMj1vHfXe/YsBn8uWoVFf63G0CH9cOXKEVy8GIQLF64iOPgGYmLiwPMCSpRwhZ9fHTRsWA89enSCg4O9xX3r368Hlkjw8MHFxRldunwgSqw9ew6LEkefvXsPG09oiUilUiE+Ph7nzp1Dhw4dch0PCQlBhw4d0KVLF/zxxx+oXbs2rl69iujo6ByF4VUqFW7fvg0/P7986zshpGAJOh3SNq5D2rbNgC6PGohaDbSh16ENvQ47D0/0+3IKUmYF4O6xa3gW9hBx96OgU2khU8pRsnJplK1TGdXa1EPp9ypa3DdZtfrQntsjyY598hoNRYnz+nUyTp48J0qst8XHJ+L0mYvo3Mm6MjRFCSW0CCnEYp7HoX+/Ebh2zfxtXPv2GY6Azwbgj//9ZNESRFN4eJRC715dsWXrHlHjyuVyjBBp+/iwG7eh1WpFiaXPteCwvBNaWdN49bxvoRo1ahg8tn//flSv/t8yIZ1Oh9WrV2PXrl2Ijo6Gq6sr2rVrh0mTJsHNzc3iPhBCipZFf63C19/8bNbnoSAIWLtuG/458S927liF2bO/l6x/o0cNlSShNWRwX9jbi7MULjhE/NlZmW6G34Varc6qR6WXiOOJnZ0dFi5cqPfY559/jurVq2PcuHEoU6YMAKBHjx64evUq1qxZg2nTpmW13bJlC1QqFXr06GF2HwghRQ8XF4ekH74F9/CBWefxcbFImjoZdh/1RpMx48Ho2VFVDKxTCciq1AEXESpuYJkccp/3RQkVHHJD0t3Sg4PD8k5oSXBvUpAooUVIIRUb8wIdO/RHRMRji2OsWb0FiYlJWLvuT8hkMvE6l82MHydjX+ARUQuufzFpFMqW1b+bkrlu3bonShxDwsPv5t1AEPRP4bVyIGvQoAH69ctdcDnz5iPTt99+i8DAQLRp0wbDhg1DVFQU1q1bh+DgYGzbtg329pbPqCCEFA1zfluEaT/Msfj8qKjnaN+hH44e2YpGDaWZiePjUwMBn36MNWu3ihazZEk3TP1mgmjxpBxPtFot7t17iDp51Y4UcTxRKBTo1MlwqYGSJUvmON6rVy/s3bsXGzZsQHJyMho0aIC7d+9i8+bNaNSoEbp37252HwghRQsXF4fEL8aDj4u1OEb63l3gU1PgNOVbMAwjYu/+o2j2EbjH4YCIO+gqGnYGYyfOsuriem9SUCihRUghxPM8Bn4yxqpkVqY9uw+hRo2qmPbDF9Z3TA9v70r4dfb3+HzSNOONTfBereqY8eNXosQCgNTUNNFi6ZNmbFcnidaply9f3ugT8YsXLyIwMBBt27bFkiVLst738fHBxIkTsXr16jx3tiKEFH37DxyzKpmVKTk5BT17BSDs+kmULFlChJ7lNn/ej/jnxL94+vSZKPH+/N8v8PR0FyUWUHzHE1PIZDIsX74cixcvxuHDh3Hw4EG4u7sjICAA48aNk+yhGSGkcBA4HV7P+N6qZFYm9fGjkFesBPv+n4jQs9zYEmWgaPIhtOfFWUHCuJeHvKH5tYYNkXwsMTbJoJjV0KJdDgkphP5atAqXLl0TLd78eX8j9Hq4aPHeNm5sAEaOGGR1nDJlPLFn95q8l1yYycZG/zbjYjG0jXkmQeAhCJyel/WDhlarRUpKisHj+/btAwAEBATkeL9jx47w8vLKOk4IKZ4SEhIxdtxU0eLFxr7A55N+EC3e21xcnLF391q4ublaHWvqNxPQv7+4y+AkH08UBTeeZHf37l2sXbs21/sODg74+uuvcerUKdy8eROnTp3ClClTaKYvIe+AtC2boLsv3syi1HVroIt8LFq8t8nrd4CsVhOr4zBOJWDTbQwYVrykvfT3JnkXrs+vsSS/UEKLkEImOTkFs3/RX9fCUjqdDj+I8IQ+L4v/moOvvhxj8fThmjWq4vTJ3fD2riRqv6pWrSxqvLdVr2Zd/IiICISHh+d6xcXF5Xne0aNHUbduXdSvXx8NGjTA5MmTERWVc4eZ0NBQsCyLevXq5Trfz88PT548QWJiolX9J4QUXgt+X4rnz61/mp7d1m17EXRN5Nok2dSt64N/jm1HxYqWbb0uk8kw6+epmPWzeIm8TFKOJwzDoGrVSpLFJ4QQS/Gvk5C2ZaO4QbUapK5ZIW7MbBiGgbL9EMjrtrE8Rkkv2PSZDNZZ3FnJUt+bVKtWRdL4hQ0tOSSkkNm8abfebdStderkeTx48EiyD1GGYfDbnGno1KkNRo6ajEePnph0nkwmw6TPR2LmjMmwtbUVvV/+fnXAMIxkxRf9/YzsEikYmNb75inIlClT9J42fvx4TJigv/ZL7dq10bFjR1SqVAkajQbXrl3Djh07cPbsWWzevBne3t4AgJiYGLi5uemdRebp6ZnVxtXVNe+fgRBS5Gg0Gqxes0WS2EuXrsPKFb9LEhvISGpdDz6Bb6b+jBUrN5n8+e3zXg2sXPk7GjaoJ0m/GtSvi4sXpdkOvnq1KnByMlKfxch4QgghUlAdOQRIsKO55uJFcC/iIHP3ED02ADAMC2Xr/pBVrg3NPxshpCSYdiLLQt6gExSNuoCRiZ8uaVC/rugxszO6g30xG0sooUVIIbNzx35J4gqCgB3b9+Pb7yZKEj9Tm9bv49bNf7Fv3xEsW7EBFy4EQa1W52pXqVJ5DPi4J0aOGITy5b30RBKHs7MTmjZtgAsXrooeWy6Xo127Fnk3EgQDO4lk3KDNmzcvKwGVnbu74bovu3btyvHnbt26oXXr1hg5ciRmz56NVatWAcjYTt3FxUVvjMxlnSqVKu/+E0KKpBMnzyEu7qUksXfs3I9lS+dJWjfJyckRfy/+DV9+MRrLVmzA9u37EB0dk6udnZ0tWrduhpEjBqNrlw/ASrRzFgB06NAai/5aJUnsjp1MmEVgZDwhhBApqE+dkCYwz0F9+hTs+/aXJv4bsoo+sP30Z3D3g6G7eRZ8zCO9BeMZF3fIajaCvHYLsI6ukvXHw6MU/OrVRsj1m6LHtrXNGBPzVMzGEkpoEVKIcByH6xJ8uGUKlnCZSHYKhQJ9+nyIPn0+hFarRXj4XTx5Eg2dTgcXV2fU9fVBqVLSFBXWZ/TIITkSWizDgAGTa3mkIAgQsv7f+Id6j+4dUaaMZ96NjBRe9Pb2ho+Pj9FrGdOqVSvUrVsXly5dytr63dbWFhoDT9Qyk4xSzIojhBS8q1evSxY7NTUNt27dy3tHPpFUrVoZ836bjnm/TUdMTBzCbtxGSnIKFAoFKleugFq1quVbQfKOHVqjSpWKePgwMuu9zFEk+3iSfUaZKbcHDMNg9MghxhsWs0K+hJDCT9CooXv0ULL4unt3JIudHSOTQ16zEeQ1G0HgdBBePQOfHA8IAhgbO7Du5cHYOuRLXwBg1KghGD3ma9Hj9u3TDSVKuOXdqJiNJZTQIqQQuX//EdLTpZsxc+NG/gwa2SkUCtSrVxv16tXO92tn6tOnG6b/+BuePnmWZ40vhmEybk7eLFHk80hsyWQyTJkyzvjFBd7AUxDxB41y5cohNDQUiYmJ8PT0ROnSpfH48WNoNJpcyw5jYzPq6pQuXVr0fhBCCl5Y2C3J4+dHQiu70qU9ULq0NEtTTMGyLL76cjTGjf8WDGBwPMn+PoP/HpYY0qtnF1Svnnumbi75OJ4QQggA6B4/BjhOuvgRDySLbQgjk4PxqADWo0K+XzvTJwN6YeZP8/H8ed41c82hUCjw1ZdjjDcsZmMJFYUnpBBJfp0sbfxkaeMXVkuXrkdszAuzCtYzDAMZy4Jl9H9MfvnFaMnXwJvr8ePHUCgUcHPLeDLj6+sLnucRGpp7Zl5ISAgqVKhA9bMIKaZeS/x5nyTxeFUYPXr0BKtWbc6Y5WvmeGKodcmSbvhz4S/idJAQQkQmpIlf1zdn/DRJ4xdWC/9cgbi4V6LG/O7bz1G7dk1RYxYFlNAipBCRy6WdNJlfyzIKk5kzF+Drr3+CVpt7rbwpWIaB7K2k1vvvN8KMH78yLYAg/De1N/vLwnXqCQn6C1oeOHAA4eHhaN68edZsrB49MrasX716dY62x44dQ3R0dNZxQkjxI/V4Ipe/W+NJRMRjtGnb0+KyAPqSWnK5HGtWL4Snp+GaiTmIPJ4QQohRUt87SFj3sLCa/PVM/DD9N3Aiznxr27Y5vp2qfzOpXIrZWEJLDgkpRMpXkK44OgBUqGDZNuhF1YYNO/DrrwutjsMwDFiw4AUezZs3RuDedVlF1Y0SeVrvkiVLEBwcjCZNmqBMmTLQarUIDg7GsWPH4O7uju+//z6rbbNmzdCtWzccOHAAo0ePRrt27RAVFYW1a9eiatWqCAgIsKgPhJDCr2Ie4wkDBuybGUaCIIA3qdLTW/Erlre4b0VNWlo6uvcYgmfPYq2KwzAM8Gb5oVKpxMb1f6FL53amByhmy0QIIYWfzDPv0hRMtmyCwMG0woHZ479jpS+WLV+P//1vuagx27Vrgd07V5v+IKuYjSWU0CKkEClVqgTKly+Lp0+fSRK/nl/B1bHKb9HRMZg8eaZo8ViGQadO7bBr5yooFArTT+QFA4UXLXsK0rhxYzx8+BD79+9HQkICBEGAl5cXPv30U4wYMQIlS5bM0X7OnDmoXr06du/ejZkzZ8LV1RU9evTApEmT4OCQf8UvCSH5y9/fF8CmrD/LGRYKmRwyhtW7IQYn8NDyHHS8aU+MjW4LXoz88MMc3L8vTlFkhmFgo1TixD870bixv3knizyeEEKIMTIPTzAuLhCSkjLeYAHWlgGrBCDLXUtQ4ATwGoBXCYAJw4m8Wg3xO11IPXr0BF9/87OoMXv17ILNm5aYNyu7mI0llNAipJBp1aoZNm7cKUnslq2aShK3MJo+/TckJb3WW7g3cydDc12+FAy1WmNeQkswsJOIhU9B2rVrh3btTH+ir1AoMGrUKIwaNcqi6xFCiqbWrTK27ZYxLGzlCoP1AIGMz0g5I4OclYEXBKg5bZ6Jrdo+NfN1p9qCdPduBP5avNp4QzNoNBqc+feC+QktkccTQggxhbKeP9T/noLMgQFjY3hDDABgZAxkdoDMjgGvFsClCHnO2lLU9ZOgx4XT1G9nQaYRUNa+BBzktlCwcjAAtDyHVJ0KKToVkjTm1Sz79+wl6HQ68xJaxWwsefcWrRJSyLVqLU3SqZR7SXz0USdJYhcmHMfhf38sw9YtezKKurMZsxGyv9isgu/mFfZNSnqNLVt2S9h7QggRh7d3JXhXrAA7uTLPZNbbWIaBnVwJW7nSYJuRIweL0cVC79ate+jVO8CiByDGrFixEXwR3SKdEPJuUfjXg9yVAWtr3vdm1oaB3I0BY+A5MOvuAWXjJiL1svDS6TisWLAGD07fRi3XCijv4I4SNk5wUtjBUWEHNxtHlHMohZou5eBXogrK2peA4a1Ecnr5Mh47duyX+Cco3GiGFiEiiYx8isOHTiI4JAx37zxAukoNWxsbVK/hDT+/2ujUqS28vSvlGeN6yE1MEXGZXHajRw/JKhZeXN29+wCjRk7G1avXTWqfWaRXAMCbeMOyYcNOjBhhxs1cMVunTgiRlk6nw+EjJ3Hx4jWEXL+BuNgXAAB3j1Lwq1cHzZo2QKdObfKcKcrzPEYNn4y45+bt7pqdgpWBlSuRptPkeN/dvSQGD+pjUcyiguM4zJv/N376+XdoNRqL/w7zEhkZhTNnLqJNm/dNP4nGE0KIGfjkePDRd8HHR4N//RLgdIBMAdbFHWyJsmC9aoB1dMszhu5eONQ7loORWfY5yLAMZM4AlyxAyDmcwK5nHzDFfMOqiNsP8csXv+HujfuwlRlf4aGUKVDewR2lbFzwMDkGKbp0o+es37gDgwf3Nb1TxWwsoYQWIVYKunodv/76J44dO633aeu1a6HYsnk3vvn6Z7Rt1xzffDMB77/fKFe7ly/j0atnABITX4vex/d8auDLr0aLHrcwOXfuMvr0Hobk5BSzz80o+p6xDNFYWis09Ba0Wq3pyw6L2Tp1Qog00tPTseD3pVi2fAOeP9dffPyff/4FAJQp44kRwwdhyuQxsLOzy9Xut9l/Yuf2QKv7JGNlsJUpoOK0We/99edsODk5Wh27sNJoNPhk4Fjs3XcYALKK50vhalCIeQktGk8IISbg4iKhu3ka/PMI6Fvvx72KAvcwBLh2CGyZalDUaQ22VO6NPviEV0id9x2gMp5UyQvDMJA5AbrE/+pqyavXgF2v4v1w5Mq/Qfj2s+lQpavMPtdOrkQt1/J4mPwcr9TJeba9di0MgiCY/vClmI0ltOSQEAup1Wp8//2vaNu2N44cOWl06YAgCDjxz1l07NAfk7+agbS0nIPDV1/+iLi4l6L309HRAStX/l6sZ2ddv34TvXt9ZlEyKxNj4vJDtVqN27fvmx448ymIvhchhAC4eCkI9Rt0wIyZ8w0ms7J7/jwWP/28AP712+P8has5joVev4nf5y8VrW8KmRxyNuMJ+tAh/dC7dzfRYhdGnwZ8npXMklpIyE3zTqDxhBCSB0GnhSboIDTHV4F//gBGtxwUBPDP7kF9bAW0wUcgZHt4AQBpK3+HkCLOg3aGYSBzzPiezTg4wunr74r17Kyb125hasAPFiWzMrEMA2+nMnBV5r2J0+vXyXjw4JHpgYvZWEIztAixQGpqGvr0GYZ/z1w0+1xBELBkyVoEB4fhzz9/waOIJzhz6jwO7DkKG5kcnCCA43kYnytknI2NEjt2rYRv3fesjlVYqdVqDB/2BVJSzCuiqE/mTC1jyw/j4xNND1rMCi8SQsS1c+d+DB46AVqt1njjt9x/8AgftO+LZUvmwtu7Eq5fv4mlf62FTqcTtY82MgV6fNQJy5bOEzVuYbN23TZs32H9zDZTJZgzlgA0nhBCDBK0KmhObgD/8okFJwvQ3T4P/lU05A27QUhNABdxE4LmBWS1qkBISgEfnwSo1Fb1kVUwEFxs4PzTb5BXrGRVrMJMla7CTxNnQ23l3xeQcW9Sxak0wuIfQycY3qwlPiHR9KDFbCyhhBYhZuJ5HgMGjLIomZVJKZPjVvBtdGz531RbW3nOJWw6noOG00Fr4hbq+pQu44kWLYp3scV5cxebN2PKCFOSWixLk1sJIdY7dvwMBg0Zb1UCSqfVYviILwEADBjYK2zE6l4WlmEwoH9P83ZRKmLi4l7iq8kz8vWaNJYQQsQg8Bw0pzZalszKpFCCT30Jzb8bst6S16meown/Ih7c/UjwT54DFm6WoahUBor3alvezyJg5fy1iH78TLR4ClaOio4eiEh+brDNuzyevLs/OSEWWrRoFU78c9aic+WsDM5KO9jLbSAz8sEjZ2WwV9jAUWELmRk7VGUX+fgprgWFWnRuUZCersLSpevy/bply3qa3lgQDEzrLZrr1Akh4khISMSw4V9YnMxigFw7tWYuDZTCjm37JItdGCxfsQFJSeLXsMxLGXPGEoDGE0KIXrrwf8G/iLTsZLkccHACbO0AI2MI614CimZ+UHR8H4yrk0WX46MjwT01Y3lcEZOanIq9G8TfdbCkjROUrOGHSmXLvLv3JpTQIsQMkZFP8dPM+RadaytTwlFha9b26QAgY1k4KGzy/BDLS1AxTmjt3LkfCQlJosfNq56Ws7OT0d0qc+B5wy9CyDvrm6mzTKqXpQ8D6P2MkklYwDw4KEyy2AWN53msXLUp36/r71fHvBNoPCGEvIV//QK6m2csO9nGFrBzAMyc3cO6uUDRoTnYKuUsuqwu4o5F5xUFR3f9g/RU64ro68MwDDxsXfUeK13aA15eZUwPVszGEkpoEWKGpUvXQ2XBemg7mTLXkkJzMAwDO4XSoqTWjbBbFl+3sDt9+oJksQ3dFjZt2sC8LdwFQf+AUUSfghBCrBcb+wIbN+2y6FxDySwAZj8wMUdMTBxexL2SLH5BunfvIaKi9C/lECT8rH6/eWPzTqDxhBDyFt2dS4Al5Uls7ACl5UvUGRkLeSNfsJXNT2pxkQ8svm5hF3Q+WLLYLkp7ve+/36yheYGK2VhCCS1CTKTRaLBxww6zz1OwMthYkczKzlauMHv5YbwEM5gKi5Dg/J8xMGzYJ+adIAiGX4SQd9KatVuh0WjMPi+vZFZ+SEwsnuPJtWuGZzJL9Uldv35d1KvrY95JNJ4QQrIRdBpwjyxYiaFQACLsfs4wDOQNa4NxMW/5oZCabPW1C6s7oXcli20v15+AHDZsoHmBitlYQgktQkwUFnrLvN3tkHHzYWfgw8cSDMPATm7eACSTFd9f88ePn0oWW99NY5UqFdG16weSXZMQ8m44dfq82ecUdDILKL5FZx89zruQshSztCZMGCZ6TELIu4V/FQ3ozFw5wjAZs7NEwshkkDepa3hpg96TiudYwvM8YqPjJIvPMmyu1Trv1aqO9h+0lOyaRUHx3a6GEJGFhNww+xwbmQKsyDcgMpaFgpWZvPthuXJlwHEcHtx/hJcv48EwDDxLu6NKlYoFfnNkLZ3O8h0gzcUwDP7++zfIZGYWXTa0Jr2IrlMnhFjPkvHEFALMu6cwB8uyKF3GA69eJeDBg0fQqDWws7dDjRrecHJylOiq+cPYWCL23+sH7VrikwG9zD+RxhNCSDZ8vAU76SltMpJaImJLuID1Kg0+Ksa09iU9Mh4UcFoIQsbnL8PKAVZepO9NuHy4L2GyjUYsy2LZsnnm/50Vs7GEElqEmCjySZTZ5yhl0vyKKWVykxJaMobF6X/Oocq6+khLy1mg0MnZEQ0a1sOgIX3RpdsHRXI7dicnByQm5s+uVOPHf4bWrZuZf2LmOnV97xNC3jmvXyebPdsXMG12Fi/wYBlpdjp0dnZEo/od8PRpzhsohmFQtVplfPhhB3w2fCAqVPCS5PpSMiUhJwiCKDdapUqVwNKl8yw7mcYTQkg2QkqC+ScprF9qqI+sWkXjCS2FEvKGTSBr1hS6V4+Ra1E3w4KR24C1dQajtC9yyS2FUgGljQIatVaya3DCf2PA11PGoWmTBuYHKWZjSfGc70eIBMydDSRnWMkK9MpZWZ5Pi2UMC1u5Akq5HA/uP8qVzAKA5NcpOHXiHIYN/RyN/DrgxD//StJXKdWuXVOy2NmXmHzySS/89tsPFgbSty3umxch5J2j0+nMPsfUr/SchJ8r8QlJuZJZQMZn5f17D/H7gqXw9WmFSRO/R3JyimT9kEKdOrWMthFg/dLDkiXdcPDAJsuTfjSeEEKyM/d3XyYXfXZWJsazJKAw/HBc3qQ57H+eD5sBQ8HY2kBvhUKBh6BNB5ccC13CU/Aa8XcLlFqVmlUki63hdNC9mdE2YvhA/PzTN5YFKmZjSdGbkkFIAXE2c0mFTOJaIzKWhU5Pdl0pk5t97adPovFx7xEYGtAfc+ZPt3q2lkajQdiN2wgNDUd8fCIYhoFX2dLw96+D6tW9RXvi4ufvi3PnrogSSx+lUonvvvsc33wz3vI+F7NpvYQQ6zg42INlWfASfAboeA5KiZZsCCaUR+d5HqtXbcHxY2ewftNi1K9f1+rrRkc/R3DwDTyIeASNRgtHRwf4+NSAv18dODubV4jYkPr+dcAwjNGElQBkPcE29++4QYO6WLP6T9So4W1hL0HjCSEkB0ZhZp1ec8tmmIFhGDBuLhDe3g3X1hY2n46C3MfXvIC8Dtzr5xBsncE6lLR6XBN0WvBxTyHEPYGgSs2YDeZUAmzpimDcPEUbN2v6VpesMHyqLh22traYOWMKvvpytOWBitlYQgktQkxk7mwgKbdP/y9+zg8eS5JZ2a1bsw2vXiVi5do/zK8VBSDoWiiWLFmL7TsCkZ6u0tvG09MdAZ9+jFEjB6N8eeuWpvTp3Q2L/lxpVQxD7B3sMXhIXwwd2q/ITXkmhBReNjY2qFHdG7fv3Df5HHM+g3Q8B4XIy93NnZn09OkzdO86GHsC16FRIz+zr5ecnIL1G3Zg+fINCL+l/8aAZVl88EFLjBk1FF27fmBVwfqSJUugbdvmOHHirNG2WX8TZixBbNCgHr7//gtUry7dk3tCyLuHcS1t3gkSP2xnXBxzJLQY95KwHfk52NKWf9/nVa8hCDxkju4WfR/noiOgCzkB7s5VgNM/Q5pxdIXMtyXk9VqDdXKzuK8A0K57G+zdsN+qGIa4uDhj+qBBCBjcX5L4RRUtOSTEROY+aWYkK82rP75CJhNlVtiBwKP45ac/zDonKek1hg3/Ak2adsG69dsNJrMAIDb2Beb8tgi1fFpiwe9LrZql0KBhPfj7m/nExwSCICDx9Wss+msVKns3wqDB4/D8eaw1AYvFtriEEHE0aGD9zCVDNLwOvIifMYIggDdhdtbbkpNT0K/PcMTFvjDrvAMHj+O92i3x+aRpBpNZQMZssGPHTqNn7wC0adcb9+8/NLuP2Y0d/alZ7QUAvCBAyOPFv3lduRqCHh8NQc33mmPr1r1W9ZPGE0JIJrakmYkiiR/QMvKMh+FsWXcoWvrDdswEq5JZmQR1Cvj0RPPOSU+Bev8yqDfOAhd+0WAyCwCElEToLgRCtWIqtNf+sWp5uX+zeqhUvaLF5xsiCAJUqSpsWbYdner3xA8Tfkb8CwtqqP0XsNiMJZTQIsREXuXKoFmzhmacIfUHw3/xWYaBnBVvGvHfi1bjWlCoSW3Dw++inn87rFu/3axrqFQqfDP1Z7Tv2A9JSZYXdv951lTRZ1Bx2ZJsOp0OW7fthW+9tti2bZ/5wTKn9ep7EULeSf37fyRpfA2ntbreUyZTlhoaEv8qAV9MMq3+oCAI+OLL6fio56dmP0A4f/4K/Bu0x+7dBy3pJgDgww874P33G5l9npDH620REY8xaMg49O4zDPHxFtyI0HhCCMmGdS4FpkRZ00+Q+taEYSBvUhuKRj6QvVcXrHt50ULzaQkQdGrT2sZGQrX6B3C3Lpl3Ea0G2n82Qb3jdwgaww/njRn3/SiLzzVEI/yXkNNqtDiw4wh6txqEEwdPmx+smI0llNAixAwjRw02uS0ncaY7e3yxl5dwHIcfvvvVaLs7dx6gXfs+egsFm+rMmYvo1OUTpKSkWnR+69bNMGLEIIuv/zZe4PUWVk5ISMTAwWOx8M8VZgYsXoMGIcR6HTu0hrd3JZPbm5uc4gQeahGSWrxgydysnPYHHsPZf43fVIwd9w0W/bXK4uukp6swYOAYi5NaLMti5fIFsLe3s7gPptoXeARt2vZGXNxL806k8YQQ8hZ5dTMS8SbskG4NWRUvyEqXAhgWbNX6osfnUuONtuHjnkC1ZS6ElESLr8M/ugn1jj8gaDUWnd/sgybo0q+jxdd/G2fg3iQxPhFThk/DzvV7zQtYzMYSSmgRYoZevbqiYcN6JrXlJP5QyIzPMgxYCaYQX70cghthtw0eV6vV6NtvOF6+ND64GL3W1RBM+sLCXQQBzPltGlq1bmZ1P3hBgJbLe7D/avIMbN9uzkwtwcAuIkV3ai8hxDoMw+C3X6dJeg1O4KHitBYtP8xYLmd9MivTiuUb8jy+Zu1WrFi5yerrcByHTz/7HBERjy06v1q1Kti04W+rN0YxRfitu/iw+2BoteZs707jCSEkJ1nlemBcPU1rLHFCi5FnpBYYjwpgbMR/OCBo0yHoDCeZBK0a6j1/Aeo0q6/FR92D9rR5q0+y+2r256jTwMf6fgg81LzhcUIQBMz+Zj5OHTFeAzLbWcVqLKGEFiFmkMlkWLpsPmxtje8qohM40ZZ8vI3j+axlIGIuNXzb9jxqfcz86Xezihobs3bdNhw+ctKic21sbLBr12p8+GEHi6+fkcwyvL4+u/ETv0NMTJzF1yKEkI8+6oz+/XpIeg1e4JGuU0PL6Uwaj7LqPlm10DC3A/uPG5yFGxX1DJOnzBTtWmlp6Rg+8iuLx98PP+yAHdtXiLaDYl6uBYfhl9kLJb8OIaT4YlgZlE17AabcD+h00tVKypYsY0pLtwEGr04xeEx7ZieERPPqNuZFF3wS3JM7Fp1ra2eL3zfPRZM25i9lz8QJPFR5JLMyCYKAX6bMRWJ8ksXXKsoooUWImWrWrIpVq/9n0i6AGt60BIm5MpeS8GbssmSJkOAbet9/+TLe/KV3Jvjxx7l5Hn/1KgGnTp3Hrl0HsGfPIVy+fC2rAL2dnS22bluOJUvnwsXF9BsRQRCg4zmTk1kAEB+fiK+/+dm0+Lxg8EUIebctWzrPpF0ABZi/7DA7Da9Dmk4NtU4LLa8DJ/BZBc15gc/6DMxIZIn/2aTT6RAWGq732PwFS6yqo6jP2bOXcPTYaYPHOY7DzZt3sG/fEezYsR+HD59AZGRU1vEPu3VAaMgJtG/fStR+6TPnt0V48OCRSW1pPCGE6MOWKAtFk49MK/quM2dWqBl0/32PZpxLSnMNwGAdLT45AbqQU2JfDdqzu/NskfQqCcH/BuPf/f/i3MFzuBNyBxpVxiwyewc7zN/wKyb/Ogl2DqbPWBMEARpel+fMrLe9ehGPRbOXmha/mI0l0s+pJqQY+uijzti8eQlGjPgKr18nG2yn1mmhZOWiJp34N8tIMkmx3DDTzRv6lxyuXrMFarVphRnNERxyA5evBKNxI/+s92Ji4rBm9RZs3rwbDx9G5jpHJpPBz682AgIGoF//HhgypB+6d++ITZt2Yc2arbh9657eawmCkLEm3cKloTt27se8udPh6emed0NDa9KL6Dp1Qoh4HB0dcPTwVvQfMArH8kjAiEUncICBFSdyVibpU87Q0Fto9lbR9dTUNGzYuFOS6y1dug6dOrbJ+jPP8zh69BRWrNiI06cv6N2N1929JHr27IyRI4fAx6cGDh/cjHPnr2Dp0nXYf+AYUlOtX8byNp1Oh6XL12P+3B+NN6bxhBBigLxyPYCRQXt5L5DHsjxo1IBcIe6Ohzz/3y6CNvZglLbixX6LoSWHuuunJVlSyUfdB//iaY4C9y9jXuLwpsM4ufskYp/m3sREJpehet3q6PxJZ7T8sCV6DumOdh+2xsFtR7B/yyFEPnii/1qCAJ3AZYzVFji06yg+nzYGzq7ORn6o4jWW0AwtQizU7cMOuBp0FB980NJgGx4CVJxlBQUNSdX+l0hiIO32u6kpadDpcs9c2rP3sGTX3L37EABAq9Vi9i//Q62azTFr1h96k1lAxpP2oKBQjBs3Fe+91wJ79x6Gq6sLxo37DEFBx9CzdxdoOB202V5qnRYaTmdVnTOtVov1G3aY0LJ4rVMnhIjLyckRB/dvxOK/foWTk6PBdtbO0jJG2tEESEzMvRTi5Mlzos/OynT4yEmkp6cDAK5fv4mmTbuiV6/PcPjwSb3JLAB48eIVli/fiAYNOuDTTyciPj4Rzd9vhI0bFuPKJenGvfXrt4MzUr8xA40nhBDD5JXqwKbreLCelQ034vmMpJZYBAHIdm8CuVK82Hqvp/+zkrt3TbJL6u5mxNZqtFg3dx0CmgVgy8ItepNZAMDpONy+dhu/f/U7hrUYhsv/XIazmzMGjO6HzWfWotEHjaDiNFDzWqh5LVScFmmcGipeY3EyCwBU6Woc2nXMhJbFayyhGVqkQKnVaty4cQchIWF4/jwOggCULOmKevVqo1692nB0dNB7zuvXKWBZFm5uLmDZgsvLlitXFvsC1+PKlWAsX74Rhw4eR1JSzhlbak4HW4UNGBE+I9J1GmglLuj4treXVmq1WoSF3ZLsesEhYXj+LBZ9+gzD9es3zTr3RdxLDPxkDAZ80gtLlvwGhUKBoGuhEAQpFtEAFy5cNd6IFzJe+t4nhIjmWXQMQkNu4t7dCKSnq6BUKlG1WiX41vNBpcoV9J6TlPgaGq0WDg72+bK7nSEMw2DUyCHo368H1m/YgTVrtuJm+J3cCSyGAcMwkia2pKJvmX7QtVDJrsdxHELDbuHK5RB8//2veh/O5GXbtn04ffoCtmxZiqZNG+DSZeluluLjE3H79n3Url0z74Y0nhAiOa1Kgye3HyPy5kMkvUgAADiVcEHF2lVQ4b1KsLHPPfuIV2vBJaeCkbGQuTiCKcB7E9bRDTYffAYuLhLcvcvgnt3LmXAC3szSUgIyEfqp0741s0fqz6Pcj18ErRrCq+eSXZGPeYy46DjMCJiBx3cem3Xuq9hXmPnZTHQa0AnjZo+DTCZDeOht8BAkqWd2/eoNfDysT96NitlYQgktUiDu3LmPJUvWYfPm3UhO1l/cT6lU4qOPOmPMmKHgOA5bNu/B1aDruHP7ftaTTAcHe/j6vof332+ETwM+RmUDNy1Sa9TIH40a+UMQBDx8GIk7t+8jXaWCrY0NatSsivLlvTB22GQcPWRZ0XMAKFOhDMLv5SzCLiCjBopUdbTKlPXMFfvBg8eSLDfMdOPGbXTo0M/gjCxTbNm8G6+TXmPJ0rmIiLA8jjHBIWGSxSaEGKdWa7B7+36sXbUVYdf112gCgKrVq2BIQH907NIG+/cdxemT5xEWGo74+MSsNpUqlUddv9ro/lEndOn2Qb7sdPc2V1cXTJwwHBMnDEdycgpCrt/Ei7iXEAQBHp7uqFfXB5cuXUO//iOQlpZu0TU8PEoiLu5Vrvel/hrr5VUm13vh4XclvebvC5Zi/35TnlbrFxv7Ah9+OBiBgesRbKCmpFiCg8OMJ7QIIZJ5eicSJ9YdwqV956BO0z+LU2GjRMOuTdFuSGeUSknDqz3/IvX6fageRAHcm93HHWxhX7sKnJr4oNSA9rAp55GfP0YWmUdFyDwqZjzUTX4F4fULCDodGLkcjIsHYOsE7bVA8HGPLb+IjQOQ/taGH6o0Se9NwOYem4VXz9/MMJKGLuYJpvSZghfRlhecP7LlCNJS0vDZD8PwIualiL3L6XaYtONqYUQJLZKv1Go1fv75d/zxx3Kj0+s1Gg22b9+HnTsCDX4opqam4eLFIFy8GIQFC5aga9cPMH/BDJQv7yVF941iGAbe3pXg7V0p17GVGxZi1bKNmPPzQqgMLHfQp2SpEpg193v8PPsPvcd5QYBMokGjbr3c282mpVt2E2Wq5MRkJCcarktmqoMH/8GP0+dKOpPh+XMTdjosZuvUCSksgq5cx6Rx3yPivvGC2g/uPcT0b3/F9G9/BSdwepM3jx8/xePHT7Fvz2GULuOBqd9/joGDjTzllJCTkyNatmiS6/0OHVrj8qUjGDHyS1y6ZN6sob59u6Ntm+YYM/brXMd4iWd9+fnVzvWelOMJA8aqZFam1NQ09Os3AvUb+IrQK8Oem7JzLo0nhIhOo1Jj19zNOL72EAQjv0tatQZPd57Gg+0nEW+gDZ+qQsrlW0i5fAvPF+2CW+cmKD9zOJSlS4jfeRMwDAPGuRTgXCrXMWXjXtA9uArd3Qvm1Z+ycYDStz20wYdyj6ecFkhPBuyN1HGyEKNnSaOgFbe8y9vS4hPAPkuGF5Mxk5uDALXAIx0cVIYKU+rx7/5/Ye+Se/WRmF7GmpAsK2ZjCdXQIvkmJiYOLVr0wPz5S0yqFcEwDNg3yytMIQgCDhw4joYNOmKjREVmrcGyLEaMGYKTF/YiYMQnedZKAQAPz1L4fPIonLq4D917djK4XIKT8IlE02YNc72nVChEvw4DgGVYyE3ZctgM69dvl7TOmEnJMkH4b+DI/iqCS4YIKSyW/70ePToNMimZ9TYZIwNr5HMh5nkcJo3/Hv17D8erV4ZuWwpOjRreOH1qD1at+h8aNKibZ1uWZdG5U1sc2L8Rmzb+DTs9y2WAjA1HpHoAUKpUSdSoWTXX+1KNJwwAmYhLfl69SkBYmP5NUsRC4wkh+S/++SvM/PBrHFt9wGgyixUEtOZ4dOd5mJya4nkkHLyA8HYTEB94zur+io1hWCiqNYZN66GQVawLyIx8Jts6Ql6jGWzbfApZmaoGEyBCgv7aUmJgFHrKA5iw87w1OK0AN0YJJ0YBJ0YBV0YJT9YWlVgHVGYc4AalyXcbx7ceg5yRLgVj0nBQzMYSmqFF8sXLl/Ho1Olj3LnzwKT25iSy3pacnIJRIyfj3LnLKOtVGjdu3EZKcirkchkqVaqA+vV90br1+6hUqbzxYBKoWKk8Zs39Ht/9+AWuXg5B2PVbeBjxGBq1Bnb2dqhe0xu+dX1Qv1FdKLJ92Xdw0J/R1/EclDLxf5VtbW3w8cCeud6vUqUiWJYFL1IWn2UYsG8+2MXesZHjeMhZVrK6Y6VKmfCVRjCwRr6IDhqEFLTlf6/Hj9/NsSoGy7CAwGfUsMjDyX/OomPbfhgwpBfu3X+EJ0+jwfM8XF2cUbeuDxo29EOb1s0KZHkiy7IYPKgPBg/qg9u37+Pq1RCEhNzAq/gEsCyL0qU94O/vi6ZNGqB8+bJZ5zkaGEsA6Wb8DhnaV28NLe+qlUS9DoM3sxGs+A5hSMzzODCQbmkmjSeE5K+kuAT89vF0xEXGGG0rEwR05XmUt/BXjUtKxcNxC3D3Qihul3TAozuPkZ6WDplMhrIVy6BG3erwe98Pnl4FszyRdSwBZd32EHxagY+PBp8YCyE1IWPWlkwB1rkUGBdPsG5lc9YHM1AAnn92H6xXNfE7yjBgbXJPCGDdPMW/Vjavkgzf89gwMngyMrgKCjwX0qFC3vdHnI6Dk8wWCTrxd80FANcSLsYbFbOxhBJaJF+MHj3F5GSWWF9EN6zfAR3P6X3qyTAMOrRvha++GoPWrd+3+lqWsHewR6u276NVW9OuX7t2DVzTU0CXFwToeE702U19+nVHiRJuud53cLBHzRpVcev2PauvIWPYrH/XmTciYmNZFgyvf4mRtfz86hhvVMym9RJSkIKuXMfMaXNFicUyLAQDyw+zi3z8FLNm/I5kdc7lcbt2HwQAlC1bGsOHDcQXk0YanXkrlVq1qqFWrWoYMqSf0bZ51WnS8ZyoM5uAjIcjw0YM1HusgX/es8tM9fb4IdXMXJZhJZsVTeMJIflrxVeLTEpmAUBbXrA4mZVFECDbeAxBUOO2nmVqLMuicdtG+HhMP/g2NuHzQAKMXAmZR2XIPPLYJTEb1tUT3Gs9daVev4KQGAfGVdwEHWvjpLfgPmPnCMalFIQkaWpTPXth/DPWhpGhIhzwTEhHMvLehMSGVUAGBlLcndTyrW68UTEbS2jJIZHcli17cODAcZPbizlLR2ZgSqcgCDh67DQ6dOyPkaO+kmzbcDHVr2/4i79apxN1qYiHpzumz5xs8Hj7Dq2svkb2ZBYgTTIrk1Q7YTZu5C9JXEJIbmq1BpPGfS/a7FAAYE38GiRnZbCV61+K8exZDH76eQHq+bfDPyf+Fa1vUqlSpSJKlHDVe0xAxgMSMU374UuDdS3btHk/x0xkS709fkg1nkgV197eDnWoIDwh+ebMluMIP2vaLqvevIDqIn3HZsGgD5TQt6cuz/O4+M8lTOrzFf747k+kp0pbs1YMTImyBo9xty9CMKHEjMlYOVh7wzNZZZVz12kUy/0npn3vYBgGZRk7OBqZM8QAsGX1z26zVh1/6f4eCitKaBFJCYKAn3/+3eT2Yi85YxjGYFIr09q129Cy1Ud49sy0pzQFpXv3jga/+AsQoObM25LcEJlMhoWLf4GbgRseABg1YrBVX+zZt5JZUjNWL8eimG+W+xgl4L/tcbO/iuasXkIKzK5t+y2qmZUXhmFM/nywlSvz/NyKjIxC5y6fYPHfa8TqnmT69P7Q4DEdz4lWIL5ly6YYP3GYweOlS3ugR/eOVl3j7X8jUtZNlGrcGvBxTyiVJtzc0HhCiNU4HYd9C7eb1JYVBLQUedaKM1h0gOHfd0EQELh+Pyb0nISElwmiXltssnLvAYY+F9Neg38QLN61HN31zs7KJPdrI9q1snuRyCMi2vT/BhiGQRnGDjIjY5FC5JU1ACCXy9ClTwfjDYvZWEIJLSKp48fP4OHDSJPbS/Fl0ZSYt2/fQ6fOA5CYmCT69cXi6emOHj06GTyu4zmodVqrriGTybBoya/4oH3eM7CqV/dGr55dLLoGA0Zv4lLKBJdcIf7q6k6d2qBKlYrGGwq84RchxGRrV22RJK6pCRCGYWBjpGCuIAj4fNI0rF23TYyuSWbU6CF5HtdwWquTWo2b1MeW7cuMzpCdMmWc3vpaptC3VF3qhyVix2cYBmNGDzWtMY0nhFgt5J+rSIgxbbOPqoIAewn60ABy2BhpE3HrIb4e+G2hnqnFOriALWO4VpYQdQf8Q9NmwuVF5uQBVqlvXlu2vnhUAFtF/N1ozwabP2FAxjAozejfgCWTrYH6Y9Zo07kVPEq7G29YzMYSqqFFJBUYeNTktmLPzsqUuVuisS/nd+7cR6fOA+DtXQm3b99DWno6bJQ2qF7dG/7+ddClczvUresjSR9N9cMPX+DAgWNQqdR6j2t5DoJOgI1MYfaX7nLly2LhX7PRsnVTk9r/ufAXnD5zAa9emff0SKp/z3lRKhRIV+v/O7OEnZ0tFsybYVrjzKce+t4nhJgkOuo5boTekiQ2wzAmP5W0kcuh0hnfHnzcuKk4f/4KHj2MREzsCwiCAA/3UqjnVxuNG/mhR49OsLPL+8u5lOrUroVPPumFzZt3G2yj4bRQsHKza2oxDIPPhg3AL79+D3t74z9jfX9ffPnFaMybv9is62ReK79Vqlgejx4/ES3eyBGDUK+eiUtEaDwhxGrBRy+b3LaWREWybcHAF3JcNVJrKf7mY2zrPwO+Zcoi5X40uHQNZLZKOFQrCxffyvDs4A+nmgWzyVUmRZ22UMc8MFh/iX8UBiE9BWz1hmAUZiZxWDlkTu5g9e1sqIey41CoVk0DNOIkAe894RB817Jlk06MAkpBDY2BIvEODnaAKtGK3r0Vz9Eek6aPM61xMRtLaIYWkVRwcFhBdwGA6U/gg4PDsG37PoTduI0HDx4j/NZd7Nl7CD9M/w31G3ZA85bdcejwCYl7a1j16t6YPv2rPNvoeB5pWjW0nGl1tZycHTFmfAD+vbDf5GQWkDFjbPWq/5m1u5dUhd+NsbFRYuSIQaLF+2XWt6hWrYpJbQVBgMDzuV9FdCcRQgpCaEi4pPFNHSNYhs0zKZ/5AEWn02H9+u04e+4y7t9/iAcPHuHCxav4++81GPrpRFSu0hDfTP25QOs3/r5gJkqXzrtgr5bXQcPpwJv41LZJ0/oIPLABfyycZVIyK9OMH79Cs2YNTW4P5F5qmF8GD+pj1s+WlypVKuK3OT+Y3J7GE0KsF3njoUntGEGAp4S/WhXzuA0vx8vRT+eMz3RucL/6BM8DLyH59lOkPY5F8p2niNl/GXd/2Yp/W32Niz1m4uWZG9J11AjW1RPy91rm2UaIeQjuciD45xGm1dViWLB2LpC7lTM5mQUArHMJKDsHGF4GaYbEZB57Tht/gJUXV8bwrG47ezt07WN45Y25vpwxAWXLlzapbXEbSyihRSR1+/Z9k9tKmegwJ3ZeLS9duobuPYbg04CJBbY8cdKkkRgwoGeebQQAak6HVK0aKp0WWo4Dx/PgBQG8IIDjeTAyFlO+HY8bd87ip1+mwsnZ/N25unb5AJs2LDat9gcKJpkFABUrlsfC/81C1y4fWB1r4sThmDhhuAi9IoSY6t5d03bJtZQ5n0yG6jKyb5JZpnzOJSQk4X//Ww4//3Y4euyUGVcXT4kSbti5YyUcHR3ybMcLPDScDmqdFjo+YywRBAFCtvGkjm8tXLh0EMf+2YFWrZuZ3RcbGxvs37fe7KSWPoLERUAaNfLDzh2rYGub93ISY8qWLY2D+zca/fsnhIiH5zg8f/jMpLauAKzfssIwLz234XIBaMc5oD/nggqCad+t4y/dweV+sxH25XLoUgpmeaK8Vguw5Wrl3UidDv7WBXDnd4G7exn884cQUhIhqNMgqNIgvH4J/vlDMDJbyEtUgMyhJBgjdZD19qVmQyi7DgesqFGV8JrH6kANklMtDgEAeRaH9yzviekLvkHjlg2suwiAzyYORq9B3a2OU1RRQotIKj1dVdBdMJspNyMbN+1C6za9EBurZ6taiTEMgxUrFmD4cP3boL9Nx3NQc1qk6zRI06qRplXDzaMEjp3cga+nToCDg3XVAXr37oZzZwPhW8fIQJbRe4NHpHwq4OdXBwqFAjt3rMToUXnXjjFEoVDgl1nf4vf5M807UV/RRUNTfQkhehWmseTtGVrMm/csSdhHR8fgo48+xYoVG0XqnXkaNfLHkcNb4OlpvOZG5g6IWl4HNaeFmtNCw2kxeuxQnLtwALVNGgMMc3FxxvGj2/DN1+NNqqll8O9b4o9WP7866NC+FQ4f2oxy5cpYFKNB/bo4c2qPyTN9s9B4QohVtBodBBOLvNtJ/Gvl9NZ3YqXAoC/nAj/ezqLNLZ5uOoVLvX6GJiFFrC6ajGFZKJv2gayS4R3Zs2jVEKLugb91Htzl/eDO7QJ3fhf48AtQVKgLuVtZixJZ2cl9msFm4LdgShrehdGQ0Ps6/L1TjfjX1v8HoMhjL+WqdapCaaPEnxvmocfHXS2Kr7RRYvJPEzHhu9HmnVjMxhJKaBFJmTpzpyi6GX4HXbp+gvT0/H8aIpPJsGjRbOzYsRKlTSn+l83gwX1x7dox02t2mMDfrw4uXzqMhf+bhVo1DReHzGt4lvIjNHPGgEKhwF+LfsWRw1tQ3YwbiSZN6uPyxUP45uvx5l+8mBVeJKQg2BSiseTtzyrGwmRWJp7nMWHid9i5c791HbNQo0b+uB5yEv369TDrvHLlymB/4AYsWDBTtNm3NjY2+GXWt7h88RA+GdALNjbGyibnJkCQ7AFJrVrVspJ/LZo3Rtj1UxgxfKDBHYjf5uzshJ9/+gbnzgaicuUK5neAxhNCrCLFJkGWyv4pxQhAT84ZXoJ1c8KSQh/h6ie/gdeIs/O5ORiWhbLxR1A26wPYmPewXFbFHzadxoB1Me+eJs+YZb1h++kMKNoOAOPmmWdbXhBw7wmHdQfU2PGPFukild1lGAYKA+mWuu9nJP+UNkrM+N93+HPDPJSraHoCzr9JPWw5vgYDR/Y3v2PFbCwpPL/VpFiqXr0Kbt68U9DdMBsD0xIsoWG3MG36b6YXCBdZt27t0abN+9i2bR9WrtyI69fD9X6Rd3FxRt++H2LkyMGoY+VTdEMUCgXGjQ3AuLEBuBp0HVeuhOD69ZuIj08Ey7Lw8iqNrVv2IDFRf80YQRBEWfP+tlLuJfHRRznXqH/QriXCb/6L4//8i/Xrt+PylWA8evRfkV+WZVGzRlU0a9YQw4Z9goYN6lneAcHAE48iuk6dkILgXa2ypPHN+W3M/hlr6cwsfTHHjf8WzZo1RNmyptXAEFPJkm7YuGExvvpyNJYuW4edOw8gOTn3U36GYdCgQV2MHDEY/fp1l6ywfb16tbF+3SL8vmAm/v33Iq4Fh+HBg0fQanVwdHRASkoqDhw4Jsm18zLirVqMzs5OWPL3XPw4fTJWrtqEo8dOIzQ0HGlp/z3ocnNzhb9/HfTq2QUDP+lt3RJDGk8IsYpMLoN7BU+8eBJrtG26xFUyUrKNPI14O5S3MpmVKTH4Ae4v2IUa31qQ6BCBrLwPbEtXBRcZBl3ENQiJBv6ulbaQVagDedWGoiaysmPkCigadoC8QXvwzx6Cf/4QfNwTQJUGMAwYpxLYtegf3H+oQmKyNJ+j+mbblSpTCo3aNcrxXov2zfB+uyY4f/ISDmw/jBvBt/A8KibruEwmQ+VqFeHXuC56DeqOmnWqW94pkceS+Ph4zJs3D+Hh4YiNjUVaWhrc3d1Rt25dDB8+HD4+OTdV0+l0WL16NXbt2oXo6Gi4urqiXbt2mDRpEtzc3My+PiW0iKT8/OqYnNASBEGyGktSLmdbtGgVBnzcEw3qmzDNVgIODvb47LMB+OyzAUhKeo3r128iMjIKOh0HZ2cn+PrWQrVqVfK1flXDBvX0JoGOHztjMKEFSPPfwOhRQ/Q+5WcYBh3at0KH9q0AAImJSXj1KgEMw8DT093qpZhZeEH/zi9FdFovIQXBt957El/B9N9H7s0TTGtnZr0tMTEJX3w5Hdu2Lhctprn8/Opg2dL5WPL3XNy9G4EbN28j+XUy5HI5KleugHr1asPZ2Snf+lOqVAn06tUVvXrlXI6xfv32PBNavMBDxlheP0UfD49SGDiwt95jpUt7YNr3X2Da91+A4zhER8dAo9HA3t5O3AQljSeEWK1SnSomJbQSAGghXR2t6De737kKLJryIn3nfCPir/0o+1EzONUqmB0QGYUN5FUbQl61IQRNOvj45xDSkgBBAKO0AeNaGoxjiXy7N2EYBjIvb8i8vHMdu/v9WbxOTpPs2vrqOn407CO9S+tZlkWLD5qhxQcZK0teJ75GUuJrsAyLEu4lYGdvXe3GLCKPJcnJyXj06BGaNWuGsmXLws7ODtHR0dizZw/69euHpUuXokWLFlntv/32WwQGBqJNmzYYNmwYoqKisG7dOgQHB2Pbtm2wtzfv94ESWkRSnTq1wYYNOwq6G5IWieV5HgsXrsCG9X/l2U6r1Zq8LMFSLi7OaNXK/IK8+cXHpwYiIh4bPM4LAliIVzzep3ZNfDV5jEltXV1d4OrqIsp1CSHiqlylIryrVkLEg8eixxYE00cIXsjYXAOQZpe9wMCjePgwElWqVDTYhuO4jN0UWemqRrAsi1q1qqFWLcNLyAuSj08No214gQdrZR2W7P73v59NSubJZDJUqOAl2nUJIeLybe2PqwcvGm/IMIhlgHIS3UJEvklo+fF2kIs8ogg6Do9WHIbv7yONtNOBMWO3ckswSjvISptZLzAflaleHq9jEySJLQgCNMiZOKrmWw09hpm2xN/Z1RnOrs5SdE1UFStWxNatW3O9P2DAALRp0wYrVqzISmhdvHgRgYGBaNu2LZYsWZLV1sfHBxMnTsTq1asxfrx5JV6ohhaRVPfuHVGmTN7bgmfiJZpFlbkTk5R27T6IV6/is/6s1Wqxa9cBjBj+JRrU7wAXp6pwc6kOV+dqaNyoE0aPnIL9gcfAmbJ1bTHi7+9rtI1Ys+mcnByxcuXvBV/HrZgVXiSkoAwOkGb5hDkPPNS6jLokDKTZtZXneaxevSXHew8ePMKPP85Dp04fo3Tp2nBwqAx7+0ooX94PH344GLNnL0RU1HPR+1KY1a5d0+hne+ZOjGIYOrQfevbsIkosq9B4QojVGn/YHA6upu3sfVuiGUQqCAiFDjIB8OHNrxVoime7L+TY9VDQapF65ARe/TAbz/t8iqeN2yOqaUc8bdoRMZ+MRPzP85B+9qLJRfOLi/K+0iXb1OBzfMNwdHbEV398ZdLGJ5LKp7GkVKlSsLGxQXJyctZ7+/btAwAEBATkaNuxY0d4eXllHTcHzdAiklIoFPjqqzGYPNm0neGkWHIm5XLDTBqNBhcuBqFrlw+wZMk6/D5/id4dEHU6HcJv3kX4zbvYuHEnypUri/4DeqBMWU+Ehd1CYuJryOVylC9fFvX9ffH++41M2n2qqPjoo06YMWNenm0EZNzUWTP7wNnZCTt3rYKvr9TLlExhqMjiu/WFgRBrfTK4N5b+tQYxz+NEiykIwltfN/Nuq+a0AKRJZmU68+8FAMC9exGYPHkmjh8/o3cce/HiFY4fP4Pjx8/gl1/+h06d2qBr1/Z4HPkUjx8/hU6ng4uLE2rXroUGDeqiUUO/fF16LiUbGxt07twW+/YdybMdL/BgwVr1c/fr1x2LF8+x+Hxx0XhCiLUUtkp0GtEDu+ZtMtr2AcOgGQRYUflOryDooAFQRpDDVqL5JVy6GonBESj5fi0kb96J5A3bwSck5m6o00F7PwLa+xFIDTwCWVlPOPfpCGV5N/DRjyCkpwEsC7akJ9gK1SCr6gPWyVWSPhcE386N8c/ivZLETha0Wf/s6OKIn9b/hArVLNgQRHR5jyURERF6z3J3d4eHh+GJKlqtFsnJyeA4Ds+fP8fq1auRlpaG1q1bZ7UJDQ0Fy7KoV69ervP9/Pxw4MABJCYmwtXV1eSfhhJaRHJjxwZg584DuHTpmtG2vCBA9uaL59tF9CxZNigIQla9E7POM/sM4NTJ8/jzjxW4eDHI5HOiop5hwbwl4HgeWj73jiRyuRw9unfEpEkj0bRJAwt6VbjUrFkNLVs2xb//5j3VWwDA8bxFBZfr16+L5SsWoGbNqlb0VESGnniI+BSE53l8/PHHCA0NRdOmTbF27docx9PT07F48WIcOnQIcXFx8PDwQNeuXTF27FjJijoTIjYnZ0fM/WMGhnw8VrSYpiazAECl0+TLA5KwsFv43/+WYcaM+VCpTNtqieM4HDz4Dw4cOA5eEPSOl97elTByxGCMGT0U9vZF//d+9KihRhNaQEZSiwFj9vJDW1sbTJ/+FT7/fISkyzvNkg/jCSHvgs6jeiDo8EVE3nyYZzueYXCBZdFexFlLSeBxDBoAQGlB2lvxpHPB4FYvgSbchHrGDGDjzkLp9grC+S0wOPrIFZDXawZl+96QVbSiMHkhUa52ZVSo640nofqTOJbiBQGJyEhovdfgPXyx4At4VS4ky9GNjCVTpkzRe9r48eMxYcIEg2GDg4MxZMiQrD87OTlhxIgRGDduXNZ7MTExcHNz0zvL2tPTM6sNJbRIocKyLNasWYg2bXoiJib3rKVMMibvp6jZE1ymJLcEQQBnwQBkyQ0LA2DDuu1IT1eZfS4AyFgWDKOAhtPmeF+n02HX7oPYvecQRo8agl9nf2/dDkmFwIwZk/HBB33Bm/DvhheEjKU9MD4jokqVihgz9lOMGjWk4KfyZiPwgt7p24KINyDr1q3D/fv39R7jOA4jR47ElStX0KNHDzRs2BB37tzBqlWrEBYWhjVr1hSemzVCjGjfqTVGjh2K5X+vszoWL/AmPyjR8RxUuv8+n6Wc6aRSqTF16i8WncswDGQMA47P/bNFRDzGN1N/xvIVG7Bi+QK0bNFEjO4WmHbtWqBN6/dx6vR5o20zHm5xYI18zwAyZpb37NkZ3333OWrUKCQPRt7Ij/GEkHeBTC7DqIWTMLvvNKTE69+sSA4GLpDjNcsiUlCjomB9mRAeAnZCg8yFgM4SVv+xUeggP7ANGq3xexOZAwP7SjLIbE0Y23Ra6ILOQHftLBRte8Cmx6dglNIsm8wvXaZ8jKWDLBt3DUmABmW8vdDjsx7oPLBzofqubWwsmTdvHry9cxfQd3fPe9VQzZo1sWbNGmg0Gjx+/Bj79u1DamoqNBoN5G9qtalUKri46K9ZnLmJl0pl3v104fmbJcVa5coVcOTIVnh55d7thwFjNJml7xx926BmZ87NirWUMoXFyaxMLMNAKdNfNF4QBCxZug7vN/8Qz57F6G1TVDRr1hDjxgUYb/hGZg00ns8oxiy89XJydsKOnasQduM0xo4NKFTJrPzw9OlTLFy4EJMmTdJ7fM+ePbhy5QoGDx6MuXPnom/fvvjhhx8wefJkXLp0CYGBgfnbYUKsNOOXrzFs1CCrYvACb/LsLI7nkKJON95QJMbGNlPIWNZgnIiIx2j3QR/8vWSt1dcpaMuWzTfrIQ8v8OB47s14wucYS3iBx8cff4T79y9i3bpFhS6ZRQgRVxlvL0zZ+COcS7nmOuYAGUpCAcWbW+VgVokYKzeZ4CFgNzS4g/8SY2J83usjY3lUcU8Ea0IyS1mKhWMNE5NZ2Qk8tCf2IG3el+CTEy3raCFRvXkdNBnQTrR4tm6OmLRhOpafWo6ug7sWqmSWKby9veHj45PrlddyQwBwcXFBs2bN0Lp1a3z66adYu3YtTp06hYkTJ2a1sbW1hUaj0Xu+Wq3OamOOovW3S4q0mjWr4fLlI+jTp1vWewyYN7OTLPtA1zcQCIIAHc+ZVQieZVjIWBZyVgaFTA6lTA6FTGZS3xSsTLSn9SzDQM4aTsiE37qLjp0+Rny8NLtx5JdZs6aidWvzdmMUkC259ebl5OyEI0e2oEuXdoW3NoxgoOiiSEuXpk2bhqpVq2Lw4MF6jxsqvvjJJ5/A1tYWe/fuFaUfhOQXhmEw67fvsHT1ApQo6WbWuZnL0E1NZmk4HZLV6blaG5rJm/mARs7IcrxkDAtWohsXQ9g8PhMFQcDEz7/HqtWb87FH4qtUqTzWrvkz68mvqQT8l8TKfH36aX+sWbOwcNetlHg8IeRdU+G9Svjp0Hz4tW+Y9Z4jZHCCPMc9RsbSQxtEMHKLHpWnQsBGqHEZOcuLqCWqf1euRDIUcuOxlSUZ2Fe07j6GfxqB9IXfQUhPtThGYfDR9CGo3MD4DrrG2Ls6YuK2H+HX0k+EXkkkn8YSFxcXtG3bFmfPnkVUVBQAoHTp0khISNCb1IqNjc1qYw5KaJF8VapUCWzc+Df2798AP786kImQsc4ccDK/nOp4zqRlgxnJtIwEloxls5YiZL5YJiPBlZHckuu9OWCZjBhikjGGn6wDwO079zHx82miXjO/2djYYPfuNejcua3FMTw93XH48GbUq1dbxJ5JwMhOIhEREQgPD8/1ioszXvh6+/btCAoKwqxZs/Q+/REEATdu3ICHhwe8vHKu27e1tUWtWrVw48YNcX5OQvJZj16dcebyfkz8cgRYWd5jCS8I0HA66ATOpJm7PM8jVaNCqkZl0s0Lm5nEYmW5xpLM8UTG/pfcMkTMp/WZ183LxM+n4fZt/cuVi4ru3Tti65ZlcHCwtzjGmNFDseTvuSL2SiK0yyEhonPxcMPEFVPx+cqp8K5eEY4GKvIIDIPrMiXOsjZIMvGzmoOAEOiwAOm4gdxLFl8w4u927mSrhou98fqLrA1gV0Gcexg+6iHUO5eLEqugKO1sMGLtVFRvXsfiGC6lS2Ds1ukoXb28iD2TQD6OJZnLB1+/zlja6+vrC57nERoamqttSEgIKlSoYFb9LIASWqSA+Pv7IuZ5rGjxGDBm1cySMSzkMlmeT7CzYxkGCpkcireSVzJG/OVtDMMYTfRt3bYXgYFHRb92frK3t8Pu3Wvw55+/mF0XrG/f7ggO/gf+/r4S9U5EgpCxk0iu13+FF3v16pXrtW3btjzDxsbGYu7cuQgICEDNmjX1tklMTER6errBJx2enp5ISUlBSkqKdT8jIQWkVKkSUPE6xCYnIFGVghRNOtJ1Gqh0GqTrNEjRpCNRlYJX6a+RpE5FkioVaRo1tJwOfLYNQzLHD41OixR1OpLUadBwuTfqyGr/5v8ZMFlJKlOecGc9LGFkuZJXUiw9MRZRrVbjs+Ff5Euxeyl1794R14KOo2VL8+qClS7tgV07V2Phwl+KxpIQI+MJIcRyVXyrgo9NNtruBSvDP3I7nJHZ4BEjQyKYHPOsNADiGBa3WAXWMsBmqJFs4NFIDGN4nLFUKac0k9rZV5KBYcUbd7Tnj0J3O1i0eAXB1tEOI9d/ix4/DIHCNnfR8rw07N0SXx+dh7I1C8MuhkaIPJa8fPlS7/tRUVE4ceIEnJycsmpy9ejRAwCwevXqHG2PHTuG6OjorOPmoKLwpEDMm7sYL+JeiRpTxsrAccYTWjLW9ETW21iWhZJhsm50LI1jjIxhodPzJCe72XP+RPfuHSW5fn5hGAYjRw5Gjx6dsGrVZqxevQVRUc/0trWxsUGvXl0wevRQNG7sn889tYJg4ImHYF3hxRkzZsDNzQ3jx4832CbzqYi+nUSA/4ovpqenw9HRMc/rEVIYPX8ei7nzFgMAtDwHLZ/356YAQM1poc62AQcD83e2FQQBDMPmmcjK/u7b8RkmIxHGvVnuJhWGYcAITJ6z0q5eDcE/J86i/QctJetHfqhSpSKOH9uBI0dOYtmy9Thy9JTBzUdq1aqOUSMHY/DgvnByKkKffUbGE3PFx8dj3rx5CA8PR2xsLNLS0uDu7o66deti+PDh8PHxydFep9Nh9erV2LVrF6Kjo+Hq6op27dph0qRJcHMzb/kvIYXNif/tRnqS6cvmXjIyvHxTt5URBMiR8VmvA4A344Iz5FDoVNAaWFqYwvCIhhZe0F9D11wKGQdHW63RdnInBnJH8ZP4msNbIa9VhL6j68GyLFoN64J63Zrg4qYTuLTtJF7H6i/1orBVol63pmg+pAPK++b+Ll9oiTyWLFu2DBcuXEDLli1Rrlw5AMDDhw+xd+9epKWlYc6cOVn3HM2aNUO3bt1w4MABjB49Gu3atUNUVBTWrl2LqlWr5iqRYgpKaJF8l5aWjo0bdkgSu3o1b9y7b3jb1YylhdYloRiGgVImh47nJKvbxDAZRe/zugkJCrqOoGuhaFC/riR9yE+enu747rvP8d13n+Phw0iEhNzA06fPwPM8XFycUbeuD+rUqZn1YVicZBZeNMfBgwdx8uRJrFmzJs/CiZnHjBVftLOzM+v6hBQWK1dthlZr/Mt7XvR9yiqVStjZ2SIpSf/uVyyjfzMTQzuyZr6TORMq85oyhgUEweSaXpZgGMboDKxly9YX+YQWkPGzdu7cDp07t0NKSiquX7+JmzfvICUlFQqFAt7eleDvXwdly5pXn6O4Sk5OxqNHj9CsWTOULVsWdnZ2iI6Oxp49e9CvXz8sXboULVq0yGr/7bffIjAwEG3atMGwYcMQFRWFdevWITg4GNu2bYO9veXLPgkpSKrkNFzfe87i8wWGgb6RiAUD/yreuPxQ/9JuVgBsRFww5WCjhSm3Jkp3aWakcvfCwD2LhKxsRUni5ycXzxLo9GVfdPyiD15GxiLqxkMkxcSD5wXYuzjAy6cSytSoALmS0ilt2rRBbGwsjh49ivj4eOh0Onh4eKB169YYOnQofH1zrqiZM2cOqlevjt27d2PmzJlwdXVFjx49MGnSJDg4mLdqB6CEFikAR46cRGKi/psEa6nT1Th9ag+WLluHvXsPQ6X6bw05a0I9EVMxRoq3i4FlGHBGbkKOHDlZLBJa2VWpUhFVqhT9gTALL+jfUt3CdeoajQazZs1C8+bN4eXlhcjIyBzHVSoVIiMj4eDggJIlS8LOzg4xMfp3xoyNjYWjoyPNziJF1ubNuySJq9FoMH/edKjVGqxYsRH37j/McVzBynMkrgwlst6W1SZbYotlWPAibAdv8JomtDl2/DQ4jitWu8Q6OjqgefPGaN68cUF3RTwijycVK1bE1q1bc70/YMAAtGnTBitWrMhKaF28eBGBgYFo27YtlixZktXWx8cHEydOxOrVq/OcMUxIYRZ+NAiaNON1pyxRirXBHzvmY9/6/Th/7AK06v9SXw0Fe7hCBgGmfVYbY6c0bQmjwlm6TUq4W0HFIqGViWEYuFcqDfdKxehBiMhjSbNmzdCsmembfSkUCowaNQqjRo2y6Hpvo4QWyXfXgnIXgRPL8+exqFSxPNav+wtarRbht+4hLOwWop5GY+5vf0GrFW+tutS76jEMY3QdTHAwFfQu9ESe1qtSqRAfH49z586hQ4cOuY6HhISgQ4cO6NKlC/744w/Url0bV69eRXR0dI7C8CqVCrdv34afXyHehYWQPCQmJuH+g0eSxb916x7+WvQrvpg0CjExcbgWHIanT6OxfVsgrlz6r06Iqcms7HIkthgGcmQsP5SCKWNJWlo67tx5AB8f63d4IhISeTwxpFSpUrCxsUFy8n/1hAztmNuxY0d4eXlh3759lNAiRVZUqOHVHdZ69TgW1Wt548cl06DVaPHo7mM8vP0Q6ZFxYP93FGB4cIIAGaxPasllxh+OsLYAI5MwoRX5QLLYRCT5NJbkF0pokXwXFnZL8vhlvUpDoVCgXl0f1Kvrgx+nzxU1mVVY3H9r1gAphHgB0FfHxcKnIHZ2dli4cKHeY59//jmqV6+OcePGoUyZMgAyii9evXoVa9aswbRp/+2OuWXLFqhUKouKLxJSGFwPDc+3+KVLe6Brlw/w6lUCvp86O+t9S5JZ2WUkmzKSWhKuOjTJ/fsPKaFV2BkZTyIi9N+Uu7u7w8PDw2BYrVaL5ORkcByH58+fY/Xq1UhLS0Pr1q2z2oSGhoJlWdSrVy/X+X5+fjhw4AASExPN3p2KkMLg+a1I442sjO/dzAcKpQLV61RD9TrVcGPaOjzMrP3LMOAFASzEmamVF9ZG2ivwsVGSxiciEPnepKBRQovku6RE4zuIWBX/rZonPM9j3frtkl5TCqbsOqU2UBuJFCKGtsG1cNBQKBTo1KmTweMlS5bMcbxXr17Yu3cvNmzYgOTkZDRo0AB3797F5s2b0ahRI3Tv3t2ifhBS0JIkWrqeV/zNm3ZBrc743DVcL0v/foUCoLcuYmZSi31zQyM2U3cwzPy5SCFmZDyZMmWK3tPGjx+PCRMmGAwbHByMIUOGZP3ZyckJI0aMwLhx47Lei4mJgZubm95NRjw9PbPaUEKLFEXpr00vBm8J1eucOw9yai2ebD+b4z3hzRhgK9fB3TUNbm4q2NlxYBUCMium8ByD9HQZEhJtEffSAVrtf8vEBQBaznhpFZGqrxims66uJckHIt+bFDRKaJF8x4q4Raw+zFtbb9+9G4EXcfq3Ey3M8ioIn8meinkTI2QyGZYvX47Fixfj8OHDOHjwINzd3REQEIBx48YVq5o55N3CstJ+K9cX//y5KwByJ7MYvElk5TFbi3nzv4IgQNDzCc9YtN+ieOztaTwp6izdNbdmzZpYs2YNNBoNHj9+jH379iE1NRUajQZyecatgkqlgouLi97zMzdsydxZl5Ci5u17B/Hj5xwbXt96At1bSS5bhQ4VPZJQoqQKrBJ6i7vL5AIcnXRwdEpBuXIpiE+wReQTF6g0MvAA0rQKAOl59kXCjXUz2BjerIgQKVBCi+S7cuXLIkjCOlrly5fN8eeQEOnqTAkQDDyLtzKuIJj0pP6996qLfm0isnxcp3737l297zs4OODrr7/G119/Lfo1CSkob3/Wix6/gleu965fz1iGmD1xxRpJZL0taxfbbLsbMgwDFgAnQT7LlIcjAI0nRYKR8cSSXXMBwMXFJUdB3549e6JHjx54+vQpVq5cCSBj11xjO+bmtesuIYWZa9mSiL37VML4pXL8OTEsZ/3H0q4pqFD6NRQOgskzqBgGKFlCBVcXNSKeuCDupQNSNQqj5/Hp0j44kZWpIGl8IoJiVkNL6kmHhOTi51dHstgsy8LX970c70VHP5fselIxddmJv7+v8UakQAmCYPBFCLGcj0+NrJkhUvDXM1ZFRz/P8QjD3GRWdhlJLKmrpZg2nri6usDbu5LkfSHWya/xxMXFBW3btsXZs2cRFZVRD6d06dJISEjQm9SKjY3NakNIUeRVp7JkseVKBTxrlMvxnup5fNY/V3RPQiWv11A6mZ7Myk4mE1C9ciLKl30NtU6OFHXeSS1eA/A66b6DshWqShabiKO43ZtQQovku+YtpNtC29+/Dhwc7HO+WQR/NzkTtnBnGAY9unfMh94Qq2SuU9f3IoRYTKFQoGnT+pLFb9mySY4/v/1lz5pkVqbsSS2GYcCKvHuuqQ9HaCwpIvJxPMlcPvj6dUYtOV9fX/A8j9DQ3DPsQ0JCUKFCBaqfRYqsyo1rSRa7gn81yBQ5F0VljiVeJZJRxj0Vcnvrf4creiWjtHsKXqQYXz6uTZToOyjLQu7bVJrYRDzF7N6EElok3zVu7A+f2tLspBTw2YBc77m6OktyrUxiZ7M5njPpJqRduxaoVq2KqNcmEhCgf8AommMGIYXKiGGDJInr7V0J7dq2yPEewzBwdnbMWjJobTIre9zMpetiJrQylq6bVixl9Oihol2XSEjk8eTlS/31RaOionDixAk4OTll1eTK3BF39erVOdoeO3YM0dHRtGMuKdK8m/mgZCVPSWI3HNA213tKFwc42GhQtkQyZHbifSGsXP410jk5EozM0tLEGX9wbgl5nSZgS+Rds48UAsXs3oRqaJECMWHCcIwepX83Hkt5erqjX//cX6h8676np7V4OIGHi6MTUlPTjDc2QhAEaHnjgwzLsvhx+ldWX48QQoqyXr26oOK0coiMFHeb8IkThutNWLk4OyMlOVX0hYIsw4ATBJT29EDU8xhRYpo6O6tb1/Zo2KCeKNckRcuyZctw4cIFtGzZEuXKZSyJevjwIfbu3Yu0tDTMmTMna1lvs2bN0K1bNxw4cACjR49Gu3btEBUVhbVr16Jq1aoICAgoyB+FEKswDIP3P+uMwOlrRY3r6lUKtTs3yvW+k08FVPZIMqtmlilkMgHeFZNw8bEbWlVIBvOmvt3buHRAk8BD6SbixVkZlN0GihePEBPRDC1SIAYO6o1WrZsZb2iGhX/Ogp1d7oKk6ekqSdcECxDQrXt7ODo6WBdHEKDhdCa1/fzzEWjapIFV1yP5Q+AFgy9CiHUUCgWWLpknaswmTepjjIEZS6lpaaLOzsqOBQO5Qo62bZtbHYsXeJOKwbu5uWLJ379ZfT2SP8QeT9q0aQNvb28cPXoU8+bNw6+//opTp06hdevW2LZtW65ZV3PmzMGXX36JR48eYebMmdi1axd69OiBDRs2wMHBuu9AhBS0xoM+QAX/aqLG7DVnBOTK3PNHHITXsLfVgjFew91sbi5quCs1ULfoAMbWcJ3J9CecqLW0lJ36Q1Y+9y6rpPApbvcmRXaGlqBKAx8XBUGjAiNXgC1VFoyj/u2ESeHDMAz+XvIbWrX8CC9fvLI63tCh/dDtww56j23atEvS3QhZhsXmzXtga2sDJydHJCenmB2HF3hoOZ1JMz3btHkfs376xvzOkoJRzHYSKW4EQQAXHQ3+VcbSG9bFBbLyFcDIZAXcM2Kq9h+0xMQJw/DnolVWx3J1dcGqFb+D1bOF+4MHj/DyVTyUrHRfnZ4+fYYHjyPh6V4K8fGJZj+Mydwh15RkllKpxKaNf6NMGWmW2RAJiDyeNGvWLMfuhsYoFAqMGjUKo0aNsuh6xd3r18m4c+cB0tLSYWtrg+rVvVGihGtBd4uYiGVZ9Jk/Gn9/9ANUr61fddHs046o1kL/RljakycgsxEgwbMRAECNUqlI3HQKaidbOJeQgVHl/nkEHZD2kINDVRkY1rqOyGo3hLLrJ1bFIPmomN2bFKmEFp/wAtqLR6C7cRHCy2e5/tIZV3fIavpD0awLZGUrFUwnickqViyHffvWoXv3IXj1Mt74CQb06t0VCxf9YvD4ufNXwAsCrPys1iv7f4EqlRoqlRoyVga5jIVOZ3zpoCAI4AQeOhOWGQJAp05tsX3rckl39iIi49+89L1PCoTA6aA+dw6qwwehvRUOITU1ZwMbGyiq14Btx06wbfsBGPp9K/Tmz5uBxMTXWL9hh8UxXF1dcGD/BtSooX+HpgsXrgISzc4CMmtpZYh9kZFgdbCzh9rAkpG3ZY4npnB0dMDWLcvQoX0rS7pKCgqNJ4XOw4eRWLFiI/bvP4aIiMe5ktAVK5ZH585tMXLkILz3njT1Y4l43KuUQcDab7Dm09+sSmr59WqBrtMHGzyuCb0BCZ+NwMYhY8WHNpnDqxQGji42sLXTAnzODwtdsoDUBxwcvGVgZJaNbfK6zWA7fCoYWZFKK7zbitlYUiSWHAqqNKh2/o202SOhPbkTwotovRlEIfEFdJeOIv33z5G+6mfwifqLXZLCo249H5w6vRtNm5q/fE6pVOKH6V9i7bo/IZfr/xBNTEzCw4eRAGBycVxTGXpyzvEc1FotKlQsh6ZNG8DJyTHHcWdnJ7i6uUDL6aDmtCYls+zt7fC/P37G/n3rYW9vfPcSUngUt2m9RZ36ymW8GjwQr3/6EZqrV3InswBArYb2RhiS58/Fy4/7Iv3okfzvKDELy7JYtfIP/DbnB9ja5l56bkyDBvVw9sw+NGlseNfE4OAbou9CmMtb4VPT08CwLJo3bwxv70o5kmksy6J0aQ/I5DLoeM7kZFbr1s1wPfgEOnVsI2bPST6g8aTwSExMwogRX8HHpyX++GMZHjx4pPd7YWTkUyxdug7+/u3Rv/9IxMTEFUBviTkq+FfDmN0zUa6u+RsvyW0U6PztAPRdMFrvTF8A4F6+Av/qFRgJJ4IrbTlkPXYXGKQkKvAqxha6khWh9PUBk+1eQpcsIOWJLTiYuWzY1h42AyfCbsx0MAqleJ0nkituY0mhT6VyT+9Dte43CIkvzDvvdhDS5k+Ebf8JkNeh7UMLsypVKuLo8W1YvmwD/lq0Co8fP82zPcuy6NixNX6cOQW1a9fMs+3z57FZ/8wLAhgIojxdFwTjCzoePX6CMmU98fDxFcS/SoRKrYadrS3KlPUEwzA4dvwMli5dh4OH/gHH6U9qlS7tgc8CBmDUyMHw8ipjdb8JeVcJnA4pixYifX+geee9TkLy3F+hPvcvnL+bBtbOXqIeEmsxDIOvvhyNrl0+wLQf5mD/gWMGP1szlS9fFhMnDMfECcMhM7LM9NmzWAkWrr9Fz8Ci1Wlx7sIV7Nq5Ci2aN8bLl/FgGAYeHqXg4GCP2NgXWLFyI1au2oSoqOd6w7Isiw4dWmP0qCHo2uUDyWaZEfIuuHgxCAMHjsGzZ7HGG2ezb98RnD17CatW/YHOndtJ1DsiBo+qXhiz+ydcWHME51YfRtKzvMujsDIWtT6ojw5T+sGjqleebbmXLwGIWwz+bQwLsHIBvO6/z3pBYJF46xV0bl7wPrYbfEIiBK0WrK0NZO6lMmb53rwCzZkD4MKvAQYekjCupaBo3gmKFl3AupSQ7ocgxESFOqHFRd5F+vIfAXW6ZQFUqVBtmAubjydB4U/T6gszlmUxesxQjBw1GP8c/xenT59HSMhNRD5+Cq1WBydnR9SuXRP+/nXQq3dXVKhQzqS4bz8t4wQeMrBWfZk3JZmV6cKFq3i/eXfY2drg2bNYJCW9hiAIcHFxQp0676F+/bqY+s0EpKWnIzQ0HImJryGXy1ChvBf8/X1Rq1Y1g094SBFRzNapF0UCx+H1rJ+g/veMxTE0F84j8evJcJu7AIwdzZIszGrWrIqdO1YiKuoZduzcj6CgUISF3ULS6+SMz9cK5VC/vi9at2qGLp3bGU1kZZJycxFjdDodBg8ci2aNGyD+ZTxexL2CVqOFQqFA+Qpe8K3ng/m/Tkf1WtVw8+ZtPHr8BDodB2dnR/j6vgd/vzpwc3MtsP4TkdB4UuDOnr2MHj2GIC3NsnuT+PhE9O07Aps2/Y0ePTqJ3DsiJlbGovnwLmgW0Al3T4Ug4uItPLvxCAnRL8FzPGwd7VC6VgWU860C325N4FKmpGmB8+n31dCdTsr5MJztPhVPFA5IiUmAJjljaaWtswPc36sAT996qDXhUzizr8FHPYSQngbIZGBLeoKtUA2sZzkwdG9StBWzsaTQJrT45ESkr55leTIrKxAP9daFYN3LQlZe3J0riPhYlkWHjq3RoWNrUeLp+wJvTVLLnGRWplvhd3O9l56uQkzMGRw/fgZz5vyJli2bYvbs79CgQV2z+0QKuWK2Tr0oSl2zyqpkVibdrXC8njcHLtNnitArIrVy5crii0niFa8uUcLF7M9/c709wrAMAzkjg73SBnJBhqBLITmOq1Rq3Aq/i1vhd7F1026UKOmGYSMHYsrksVAqaQlIsUPjSYGKinqOvn2HWZzMyqTT6TBkyARcuHAAPj5UV6uwy5x9VesDw0vSzYrn7AQgI3cg1WRZQQB4znBwx9sRSIM90vDfA52UdA1SYhPw6FQoLv25FxXe90Gr7wfAw6eiNJ0kBaeYjSWFNr2q3r0USH0tTjCeg3rbIgg6rTjxSJFRpownPD3dc73PCXzGtuZmZKItSWYBMClx9u+/F9Gq1UeYNm0OdDqdBVchhZXAG1qrXtA9ezdo79xG2ratosVTnzkN1ZlTosUjRYevr4/ks7S4N/EZMJAxLOwVNnCysYOcNW0WWfyrBMz79S90bN0X4TfuSNlVUgBoPClYY8d+g8REce5N1Go1Roz4kr7zvYNkZcuCcXCEYNp+UBbRqVkIguH7DxZABWgMBxAEPDl3E5u6T8eF33dB4OlDpjgpbmNJoZyhxUXcBHfjoqgx+ZhIaC8dg7J5V1HjksKvYcN6OHDgeK73eUEAIIARmKxCv9mTT9lvXPJjAibHcZg//2/cuxeBTZv+hkKhyIerSker1SI07BauXQvFw4dPoNVp4eToCN86tVC/fl1UqlS+oLuYPwTof+JRNGf1FjkpSxYDJu4iak5Mm+YtwZi4VI0UD40a+YGHAEEQpxajPhzPQ8ZkzCB2UNhAYeGuUbdv3UOPLoOwcdtSNGlm/qYrhc3zZ7G4di0UN27cRkJiEuRyOcqXLws/vzqoV8/Hoo0AiiQaTwrM0aOncOzYaVFjBgffwKZNuzF0aD9R45LCjWEYKGrVBBd+VbI7cXWa8cAe0OE+eGjzmN/Cazlc/N8exD98ji4Lx4KVFdq5MCbRarS4Hx6Bu6F38fxpDDgdBwcne3i/542adavD08uzoLuYP4rZWFIoE1ra84ekiXvhECW03kGDBvbRm9DKJED476m4IM2W7AzDmPxkPzDwKMaOnYoVKxaI3o/88PRpNP5esg5r123FixeGi2g2aFAPY0YPwScDehX55B0pnLQRD6C9eUP0uPyLF9BcPA+b5i1Fj00Kr4YN66FGDW88vP8YMgnKw3M8B5bJGIPsrUhmZUpJTsXgj8fg0D/bUK26+bt1FTRBELB372EsX7Ye//57yWA7FxcnfPJJb4waPQTVqhW9n5MUDUuXrpMk7rJl6yih9Q6y69QBr0OCILOVJoOQGm/8ezULoAQ4xJqwYOtu4CXYujrig1mfWt+5AvD8aQx2r9mLw9uO4HVissF2tRv44KOh3dGuRxuT62uSglfoElqCRgNd+GVpYsdFgXt6n2ppvWM+/LADynmVQVS0/t2fsissOz9t2LAD3bq1N1gwVBAEnDh5FidPnse14FA8fvwUOp0OTo6OqFOnFurX90XvXl1RvnzeO62ISRAE/L1kLb77fjZSU9OMtg8Kuo5hw6/jzz9XYtXKP1CvXu186GUBMLQNbhHdGrcoUf9jOJFtLdXxY5TQegeNGjUEk7+cAZkET6m1PJfx5J6VQWllMitT8usUTBzzLQ4c22zwy3lMTBx27jqAoKDrWcXzZTIZKlTI2JykTev30bFD63zdoCQi4jHGjP4a589fMdo2KSkZS5asxapVm/HNN+MxecpYyOWF7uutOGg8KRBJSa9x9OhpSWIHB9/AnTv3UbMm3Zu8S+zatkbyX0vA6+LBivxxpUlnoU417UGxEzjEwrS2oev/QdX2/qjUylfvcZ7ncftsGO5cuInIGxGIj34BXsfD1skO5WpVRCXfqqjftSlcPNxM/lmsxfM8ti/fiVXz1kKtUhttfzMoHDeDwrFz5W58+8fXqFyjkvSdLAjFbCwpdPMGhRdRACfdenL+6QPJYpPCSS6XY/78GQXdDbNNnPg90tNVOd4TBAErVm7Eez4t0KnzAMyd9xdOnDiLiIjHiIyMws3wO9iydQ8mT5mJqtWbonefYQjXU5RebCqVCr16f4bPJ00zKZmVXWjYLTR9vxvWr98uUe8KWOa03rdfRXPMKFK0d25LF/su1Sd6Fw0b9gneq10DnMiFJjiey/pIsFPYiBo75FoY1q7KXUfuwYNH+GTgGFT2boRJX/yAjZt2IezGbURGRuHhw0icPn0Bv/++FB92H4zqNZvhz0UrwXESFn154+jRU2jSuLNJyazsNBoNfv75d3Tq+DESE5Mk6l0Bo/GkQNy58wC8hDWEgoJCJYtNCidGqYTT+DHg0hhRN5YTBCAh2vSdmO3NrAJ+bOoqcNqc9+k8z+PUusP4ofVE/Dn0Fxz7P3vnHR9FtcXx78zupldCSei99ypVaVJEKYJYQFSkqIiCoGJDFIUnYEEQpAiIVJEmgoCAoIhI7x0CJEAo6WXbzLw/loSE7G62zFBCvu+z7z1m75y5SXbnzD33nN/5fhUn/jnMtfNx3Ii9RuzxC+xc8RdLxszh3WavMOO1L4k7e8mt63pCRnoGI/uM4rtPv3cpmJWd4wdO8HLHwWxe/ac2k7vb5DNfcs9tYUnXtP2AS7FnXYxDF5Cf6N69M72f6sqSpavu9lRcJi7uGkuXrs5KRY+Ovkj/AcPYutU1fTlJkli1+nd+X7+FDz8YxtsjX3O6w24ymVj/+xZ27znAgf1HSExMQhAESpSIom69mrRo0YSmTXNrsVitVnr1HsC6dZs9+0Gx6W31HzAcvV7Ps8/28NjOvYhNeNH+8QK0xXpGuw0M+do15KRExNAwza5RwL2Hj48PM2dO4uFW3VAkdbS0FEXBLFlBEPDR6bM0HdVk9vfzeWnAs1nznfztLD74cLzL3dqioy8y/K3RLF6ykjmzv6ZKlYpOxx87doqNf2xl796DnDl7HovZQmBQALVqVqNB/dp06dLebhfiTZv+4unegzCbnYgV58GOHbvp1rUfv61dSGBggMd27kUK/Mnd4dSps5raP3DgCH369NT0GgXcewR0fBTj1m1Yd/2FzvUYlFNSb/i4nJ0F7me2pMTe4PTvu6ny+EMAxJ27zLwRUzmzx7XNc9kqsee3HRzctIeubz1Nu5e7OPWjZqOJA5v3cubAKS4cjSYtKRVBFIgoXoRytcpTtUkNKtbP3SnUYrYw6oUP2bt9nx2rrmExW/h0yGfo9Doe7tzSYzv3IvnNl9xzAS1M7mV3uE1Gmrb2C7hn+f77CVy6HMdffznW4rjXmDNnEf36PcWhQ8fo0Olprl697rYNk8nEBx+O59ChY/w479tcZSeJiUlMmjSNH+ct5fr1+Fzn79q1n5Ur1wFQrVolXnvtJfq90DsrODZu/LdeBbMyURSFQa+MpGHDOlSuXMFre/cM+aw17v2CIssoadre7+WU1IKA1gNI3bo1mTP3G/o9PxSdlwLxiqJgtJqzererVWp4O2fPnGf7X//RvGVjXnn1HWbNXuCRnf/+20eLVl1Z8+t8mjSun+v9db9v5osJUx362cwNGX9/P57q9QTvv/cm5cvbWsJfvXqdF18Y6lUwK5Ndu/bz3qjP+GbyZ17buqco8Cd3heRkx5o7aqBW58QC7j/CPnyf+DeGI104is7HO1vpSXq3srMAJA/0IA8u3EKVxx/i/KEzfNN3LGmJqW7bsBjNLPvsRy6dvEjf/w3OteGekpDCr1OWse3nLaQl5bZ/Zt8p/vvtHwBKVStDx/6P07Jn6yx/PHviXK+CWZlIksy4YV9QpXZlIkvmI8H4fOZL7r2AlgZCqzkQvXvwNB06hunQCcwnziCnpIIooo8sim/1Svg1qIU+sqiKky1ATfz9/fl19Y8MGPAWPy/79W5PxyV27z7AmTPn6Nj5GY+CWdlZsnQVwcFBTJ/2Rdax9eu3MOS1UVy6dMUlG8eOnWLIkFEsWrSCadO/ID09g8/HfePVvLKTkWGk/4DhbPtz5T2jZ1bAfcod+PwIXmgKSTfiMe09iPn4SayXroBVQgj0x1CxPD7VquBbt2ZBF8V7mB49HsPf34+XXnqT9OR0j7Kq5JvBLAUF8eazj07QTgli547d/Lp2o8fBrEwSEhLp8nhftv+1OmvzITExKats0RUyMozM+3Epy35Zw+efvcerr7zAsDc/5MaNBK/mlp3ZsxfSvcdjPPJIM9VsFvBgImj4vQS80qeTZZkDuw9xeP8xTh45TWpKKqIoElUykhp1q9HgoboUjSyi4mwLUBMxwJ9C30wi4ZPPkPb8jejr2eNLyg0fEmL8cXcdneaB+tClPaeIO3eZb57/zKNgVnb++XkL/sEBPPXRC1nHdq/fydz3vyfpWqJLNi4eO8/MEVPYvnwrAya8xrXr8SyZrp6MSXpqOv97ayJfLZmgms0C1OWeC2gJIdoKxQmhhd0+RzaaSFn6K8k//4r1gpOSSFHEv3kjQvs+iX+Tel7MsgCt8Pf356efvqN7984MfeP9XBlJt7djF7AJxQtk736ooCi2xYiicbGx1Wrl+X5DiYu7poq9WbMX8FjndtSqVY3Jk2cy4/v5LndfzM727f/xcKuu1KxdHYvFosrcMtmxYzcbNm6lw6OPqGr3bqEoDtJ679M69fsFQRAQixZFvnpVmwuIOsSICLdPMx0+RsqCn8n4cztYHetF6ooWIbBHF4J7d0cMCvRmpgVoRKdObTlwYAtDh77Pb79uRIdrXXIVRcEiS5gk270zM4ilE0RNA/mbN/3Nhq1/qWIrISGRl14exrrfFrLtrx0Mef09Ll50XzIiLS2dN978gC2b/2bd2k2qzC0TRVEY9/nX+SqgVeBP7g6RGgeESpaMcvuc9LQMFs/5hZ9/XEGsk7WJTqejVfvmPD/4GRo8VNeLWRagFWJAABHjPyN9/UZSpkxGJyUjuLifpchgMYvoDTKhkUZMaXqMKXpcDWyleBDQshrNzH/9G9IS1Mlc3PTDb9RqU58SpSLZMHUFfy7eiBUFAVDccIlH/znER0+8jV+5CCRJ3VSjPX/v5eB/h6jduJaqdu8W+c2X3HMBLbFoSW3tl3SvlMm4/wjXP5qI5XxM3oNlmYy/dpLx106CnmhPoZGvogsJ8nCmBWjJk0924cLFWN5+59OsW372hYQoCIiC6GDXXQABdNgemGVFyVMg2JOgUSb//bfX43Pt0aPnSwjgdUv4hIQktm3dYXM4qszsFtOnz8s3Aa38ltZ7P6GvVBmzRgEtXZkyCL6ui3fLRiNJU2eTunQluCAuLF29RvL0OaSt+I3w94bh36yxF7MtQCuKFi3MpEkfs3fvQaLPx+Aj6tCJ4m2bIDd9BQqSLGGRJJSbD+vZ0UI7Kzv79x3yyhfdzr//7iE8Ird2iSesWbMBnah+RuLff//H0aMnqV69suq27woF/uSuULWqc804b6lf371F8q7texk9/HNizsfmOVaSJLb8vo0tv2+jZ9+uvDX6dQILNknuSQI6tGfriSROT5tL83AjUUFWDAYFZwmCggg+fjL4yfiHWAETkkUg9YYPydf8UGTHfsUKxHsYCog9dNb7oioFQhSRworIlme/QHfzPlYLPwBkFNJRuCpYiROsSC5cL+VGMonXE9EjYlX5xrhy3up8E9DKb77knutyKIQXRQgO08i4iK5cdZeHp6z8ncsvDXctmHUbqas3cunZ17BcinP73AK0Z/YPCxn59idZASlZUZBkGVmW0Ys69KLOpcWFIAjoRBGDqEPQulxWJRRFQa/SwkEA9Bpovqzf8KcqOir3Apm7ILle9+kuyP2ET526Gtqu4/JYKSGRqy+/Qeri5S4Fs3KcG3eV62+MInneInenWMAdIDExiUc79OZs9AVkRcYoWUizmEi1GEk1G0mzGEm7+b8ZFhNmyZors/dOlVebTPfuPVXUsKTrt982amb7TlPgT+4OFSuWIzw8VBPbPj4+NGnSwOXxi+f8wss9h7gUzLqdZfNX8Vynl4m7rFHmcgFesWnOWpZ/uYSDGf5MuxTORyeL8L/jEWyKDsSS4bqf0BkUQiNNRFVOwTfQcRVFHAaPNLTUIEARqCYZqCgbCFN0WcGs7IgIBCFSXvGhsexPCVnv0g66ThCJUEtlPxv//PGvqptCd5P85kvuvYCWKKJv3E4T27pqDRDDXCs5TF23mesffwlepCxaL17iyoCRSCpqQhTgPSdPnuHNYR/mOi4KAn4GH492yQVBQC/az+i6125+BlGn6gJKFATVdV/MZjOHj7jWMeVex67DcNBdpAB18WvfAXy8VFl1gH+XJ1waJ6elc23IO1hOeNdxMWnKLFIWuaZPVMCdY9jwjzhx8oyDdxUUF0rTM32E1iXs8j3mi7KjZVBv/77Dmtm+0xT4k7uDwWDQrAth164dKVy4kEtjVyz8lc9HTfTqufLsqWgG9HqdpIQkj20UoD4xx8+zbNz8XMdDfSWal0rH4O/+31zvK1O0QhqBhUy53rMC5/H8+cibW06UpKOKZMDfjTCEDoFyig91ZF8MLvwq/AQ9wYK6z3/pqelcPON+ksu9SH7zJfdcQAvA0LQjGNRfhBhaubYAscRe4fonX6sSprTGXOb6J195bacA9Rg4eCQZGcYcxwQE/PQ+Xj1U24JarmV2uYOaSxAB78RHHaHTwObxY6dUt1nAg4UYEoLfox1Vt2uo3wB9ufIujU38ZjqWk94Fs27Z+h7ziYLvxb3C+g1/Mv+nZXbf88QLSG5m77mLVZY0te8pWmeoHT9e8J0pwHsGD+6Hj8obJIIg8Prr/V0ae+70eT5/b6Iq140+fYHPRk1SxVYB6jD37WlYzTl1NaP8LLxYNgk/necrAUGAQiUzCAjNmaF7Fl+MHoYBFBRMHq5OSko6ohS9x1UtweioLfu5FNQKFl2XhXCV86fPq26zAO+5JwNaYlgRfDr2UdWmvmEb9BVruzT2+pgvUdIzVLt2+p87SF23RTV7BXjOvzv38PffO3Md99UbVHuozp6t5G12ltrZXVpolMBNAW6VFyUZRmPeg+4D8tsuyP1G0MsDPRJvd4ifH8FvDndpqHH3PtJW/KbetSWJ+DETUDQOfBTgGhMnfWf3uLt3wszMLAVtg1r3bEBLY/u3b2DdzxT4k7tHhQplGTVqqKo2Bw7sS+PGrjWRGj3sM0xG9cqGf1+5kS3r1WkSUYB3HPvnEOcP5sz01QkKvUslexXMykQQoFCpdHR6243iCnpiMHhsz4Tillh7JoVlkaKK9zIl/ohUl33z3PE3CCJ+grqyKGp+B+8m+c2X3JMBLQBDy8fRVXItAJUXQkQkvl1d2wExHTqOcec+Va6bnaQfFqtuswD3mTEjdzqv4aaIr1pklh+qEYxSu0RES9FhtW37uSG4fW8j2Nq03P66TzTX7nfE4GCCR74LOnWCucGDX0NfwrXmJclzFqpyzexYTp3B+Pe/qtstwD1OnjzDli3b1TGW7TZvkR13vvQGWZExS9rY9hatCyH9/PKLL4ECf3J3GTnyVZo2baiKrapVK/LZZ6NcGrtr+1727zqkynWzM+ubearbLMB9tv60IdexR4qkE+mn3iaEqIPwkulcRs8x/PDmnpEsuB/18FGwaWCpRDA6SrgQHPNXOaDl46uNjMWdJ3/5kns2oCWIIn4vvIfohoi7XTsRkfgP+gTB37Vug8lLf/Xqeo4wnzyLcW/+0XG4X/ljU+7dKC1EzUVB9PqWIAiC6poqWpZ2qG27isZdhe4YjnZA7tNdkPsR30aNCXn3Pa+DWoH9B+D/uIul6xdiMO1Sf3MEIPUXbfxUAa6zabP9zAZP7oLKTa0tAJPVqonuotHqWBj4bqO1zmSVKvnEl0CBP7nL6PV6VqyYQ8OGrjcFsUflyhX47beFBLnYbXDpvOVeXc8Rh/Ye4dih/KFXej9zbHvOYKVeUGgWka76dQJCrVzy1dvpses6iiCQjPuBtuKyHp3KwZLSigF9Hu7DR1C3MqV0xVKq2rtr5DNfcs8GtAAEX3/8B36MoVlnW76km+iqN8J/yP8QCxVz+ZyMf3a7fR1XSf9nl2a2C8ibK1eucunSlRzHdIJ9IXc18La8r2z50irNxIbWMXc1uzwaDAZq1ayqmr27ic1JCHZed3tmDxZ+bdoR9r+JiMUi3T5XCAkl5P2PCHzW9VJ447+7NWsXY9y9D8V6b2bbPCjs3atutkR2YXiTpG7wKbxQGBmW3KLA9xJaBrXq1csnbdYp8Cf3AmFhofz++2JefPFpj87v0aMzmzf/QokSrvkiRVH458/cUhlqsX1LQcbv3eTahTjSk9JyHKsVaiQwr0iNh1SJSPXqfKVUOLKbj/t6BcIUDfR7ESiWR5aWXsVQh3+gP6Ur5I+AVn7zJR7/la1WK0ePHuXEiRNOH0SOHz/OypUrPb0MgsEX3x6D8Bv0qcvZWmKx0vg+Oxz/lz5ADA5z+VrWq9eRrsd7ONO8MR8tECa9m5w9l1vITwsx80y8CZQ1bFiHLo+1V3E2cD+lkbZr1xLffFNyWIAz7pQvAfCpV59Cs+YQ8NTTCEEuZO36+uLX6TEiZs/Fr01bt65lPnbSw1m6YtyC5cw57ewXkCf2/Ik3d9jsWVpGq0U1vStBEBg/6SOPNgXvJFp2YOzYqY1mtgu4t7hT/iQoKJBp077g119/okmT+i6dU7t2dRYunMbChdNd7moIcDE6hpRk74IQzjh6oCBD625y7UJcrmMVg7TLqI0KMhIuWCiny6CuPpVGhhQaGlKopU+ltGgkSHC8WVaicRVKtHZ/gyBMEfG+bsU+RVTQ5HKVh1o31qSxVgHe49Gn4I8//uDDDz8kMTERgMjISEaNGsWjjz5qd+zUqVPp1q2bN/NEX7EW+orjkC6fRzq0AynmNHLcRTCbQKdHLFIcsWQF9FUboKtQ06NrWC7EejXHu22/AOdYrbkXCKKg3Y3J0xK8SpXKs2zZbLZv/0/lGd27LdtvZ/Cgfnd7CqqhKPZFFjWusrkvuBu+RAwIIGjQKwT2exHjtj+xHD6M9dRJ5Bs3AAUhJBRDpcoYqlfH95E2iMHBHl3HelHb+731fAw+VSppeo0CHGOxqJ8hJysyIiKCIJBmNhHk4+f1psun40bRtXsnKlUsx8lTZ1WaqfpIsqTJBtNDDzWgdm3vpCvuJQr8iWPuhj9p374V7du3Yv/+w/z66wb27j3IsWOnMBqN+Pj4UrlyeerXr03Hjq1p1qyRR9c4fzbGqznmbf+CpvYLcI5kyb02KeGvXUArzM9KU99k7Km6l9LZBM8TZB3Rkh+X5VsbyxGVS9J15pvs37yXrfNza345I1CD7Kws2wiICg6zxtSUbunWzzXJifuB/OZL3A5oHT16lDfffBOr1UqZMmUwGAycPn2aN954gwEDBjB8uGvdnzxFF1UGXVQZbYxr8ICaHcV872pYPAjY0yrQUiQdbDv27twbmjdvzMKF0yhWrAidO7clLCyUxMQkVeaiYEtd10pHS60d9oYN6tCpY/7ZUVcUAcXOg4O9Yw8Sd9uXCH5++D/aEf9HO2pzAYu29/uCksO7S3Cwa7qc7pIZ1EKAVLORQB9f9B6UrwcEBvD5Fx/w9HPdAXjmmR6M+WSi2tNVjcwOj2oHtd5593VV7d1tCvyJfe62P6lbtyZ163q2mZ4XVo19iUVj+wU4xy/IL9exQj7adaQVBNAZFCSz43tGuCgRLqZRUjZzyBJA0ea16fLdEPzDg6n7aCN8A3wxpbtexu6v4f1JQCAAkVQH4k9mRZ3fZe0mtajXrK4qtu4F8psvcfvJYfbs2VitViZOnMj69etZs2YNixcvpnTp0sycOZMvvvhCi3neEQSNO+GI/rlvWgXcOapXq4Ref+dSU224dmNQFAVfP18++3wUxYoVAcDf359+/Z5SdTZqi8yrbdvX15cfZn+dr1J681trXLXIz74EbAGz+9l+Ac6pVbOaZrZlRUZRFBQUUs1GMiwmtzSmLJJE04eb8NQzXbOODXj5OQwGz9u03wmssqSqllbfvr149NFHVLN3L1DgT+yTn/2Jn8ZrB/8Af03tF+CcEpVz6+Vq/gTsYsyiiGihdbiZLh/0wj/clq3uHxxAk26t3Lqc2mLwt+NsZedOQEtEQC+IGAQdBkHMmrefvx+jvnzby1neW+Q3X+L2d2bXrl20aNGCLl26ZB2rW7cuS5cupV69esyZM4cvv/xS1Uk6QlFkFFlCUem3b6hQVhU7Du1X1NZ+Ac7x8/OjRvXKOY5pnVkpydKtxcltD+qZxyRZRlJk0tLTeaxLHw4dOpY1ZtQ7QylatLBq85Fl7X5iWc77e5jZEFYUhFwvAShZIordew5gNBpVmVNMzGVOnDjNmTPRmM3mrOMWi4Xz52M4cyaaq1evq3Ithyj2RBcz2+M+uNxbvkSx+RIVF9SG8hplEmfZL6up/QKc07BBbc1si4KYI5PWJFlJMqWTbjHZDfpk+hGT1UKyKYM0i5Fflq/hjTc+yBoTGVmUkSNe1WzOamGVJVWyiEVRRNSLHD9+WoVZQWpqGqdOneXkyTO5fMb16/GcORNNdPTFHH5GEwr8iV3uJX+SkZ5BQnwi6WnqdKmrUKWcKnYc2q+srf0CnBMQGkjRsjkbBJjcVV13E3eWzUJ6Bhdf/ADTuVulr13e7EVAqGsdOu8Ezp7a0hTnGYg6BPwEA8GiL0E6XwJEH/xFA/6iD4E6X4JFX8qWLMGp/SexqFBppSgKsTGXOXXyLNHnLuTIkLSYLVyNucrl6Msk3VCnOsfxRPKXL3E7XSU+Pp5q1XLvTIaGhjJ79mwGDhzIzJkz0ev1DB06VJVJZqIoCoopFdmcjmI1gZyt5ELUIeh9EQwBiH5BCB5oI+lCgtCXKo714iUVZ30L3+oFeid3m169nuDAwaNZ/5YVGVHllq6ZKIqCjHLzTnvzdpvHWjkpKZl+L7zOzn/XYTAYKFy4EFO/HUev3gNUmZOkyOgUUfWywxYtmiAadGzcuNXu+wJ5a4oJgsC5c+d5+eVhfPLJRKZPm0C7du7tAqWlpbNo0QqWL/+NffsOkZBwyyEYDAbCC4UiIHAjPiHHwqNYsSI0qF+bXk89Qc8nuxQI0t8B7qYvAVCsZmRTCorFiGI1c+vLKSDofRD0voh+wQh6zz4LhmpVVJvr7QiBAejLlNTMfgF507FjG0JCgklOTlHVriAIDu+VZsmKWbI999g2AQQUFIfl3jNn/kS7dq3o2tVWVvvB+2+yZs0GDmbbNLnXkBWF0R+PYNzn32AyeRYckhUZk9nCjJk/MXPWAgYN7Mv4cR/YlR1wxr59h/lh9gK2b/+PU6fO5di0CQsLwdfXF6PJRHx8YtZxg8FAjRpVeOSRZvTv/yyVKpX36GcowD3upj8xGk2sWfE7G9b9yeEDR4mNuZz1XlTxYtSqU522HR+m25OdPcq2KhpZhCLFCnMtTpvNt+p18kdH6fuZhl2asXbK8qx/xxn1lNdIGF6WQLa4twaQEpK5NGIiZZdOQtDpCC0aTu+PX2LOsG9dOt+Mgq+GWVomB4urWq3qEp6RyP4dB3K9JwB+ogFDHmtAQRC4dDaWiUMnsGDST7wx8U1qNnGvvDg1JY2fl6zit9UbObj/SI7nhmDfACoVK0WI3h9TUgbWbPJHhYoWolKdSrTq2opmnZqjN9zpKqP7B7ejPmFhYaSn29918Pf3Z8aMGdSvX59p06Yxbdo0rycIN3cfM5Kwxp9HSr2GYk7LGcwCkCUUczpy2nXbuLR4j3baA9u2UGXOuRAEArSy/QBhNps5evQku3btZ//+w24vJvq/9Cw+Pj5Z/9ays5Kntg8eOsb/vpiS9e/u3Tsz5uORak0LyYVMKnfQ6XR89tko1qyez/hxH+B3WymUK8Gs27lwIZbOjz3LO+986tL3WJZlvv56BuXLN2bIkFFs3vx3jmAW2LKyrsZdJy7uGhazBSGbc42Lu8badZt48cU3KF+hMTNn/uTWfJ2hKI5fDzJ3w5eALZBlTbqMNTEGOSPJtjmS42FIQbGakI3JWBNjsSbG3hzjHv4tHwKNSrz8H2mumRbeg8TlS3Hs3XOQPbsPcPbsebeeGYKCAunz3JM5jqnxlRZcfOiXFQVJkfP0M6+//h5JSckA+Pj4sGL5XEqVKu71PLWiW9dOjBz5Gn9vX0P9+u5lwSmKglWWsEhSjmPTv/+Reg3aceyYa52mjx8/zaPtn6JF8y788MMiTpw4kysDOTExmbi4ayQlJufQ4rRYLOzff5ivv55B7dqtefLJl7io4iZpgT+xz93wJ5IkMX3yDzSp2Y63hnzI+t825Qhmge0es2HdFt5542Ma12zHlC9nYvVA/7Bt54dVmfPtiKJI207a2H6QsJgsXDpxgeh9p4g5Eo0xNcOt8x9+tj2i7taS/GKGduXhVqOIJz15jQdPEj93Vda/H+reio6vdHPp3HRBuzo2KwpGO95XZ9Dz9HvP8+XiCfQf+SIGn1u/Ux0CgaJvnsGs27l8/jKjnnqX+RPnuzRekiS+mfQ9das/zKgRn/L3tn+z1q0GQUdF/2JU8YlEl2gl7XpKjmAWQPzVeHZu3MmEIRN48aEX+OPnP9yarzPymy9xO6BVqlQpDhzIHenMJNNx1K5dm8mTJ/Prr796NUFFsiIlXUZOu+F6jqSiIGck3lyIuLfDF9yrC2ig3+PXuC4+ZUupbvdB4Nq1G0yY8B3Nmz9OkSI1aNCgPa1adaVp08eIjKxF7dqtGT58NMeOnczTVpEiEQwfNijr31ZJO+FFb9qufztldo6yu/ffe5MvJ43JEYzzFNsiSD3nMvSNl2nYqC46nY4Rb73C/r1/MOS1lwgKDPQomJWdr77+nqFD33c6Jjb2Cm3aPMm7747NWrjlRWYWhL3F47VrN3htyLt06vQM167d8Gje2bGX0puV2vsAc6d9CWDbGEmMRbG4/rCpWE1YE2OR0hPcupYuPIyANu5lGLpKUM+ueQ8qIBeKorB501/07fMaFcs3oVLFh2jVsisPt+pG7ZqPULJ4HR7v0ofFi1ZgMuUdxHz3ndcJCwtVbX7OsrM85erV6/z449Ksf5cpU5KtW1ZS5x7s/BcREc7UKeMAqF69Mn9uXcGMmZNo0LCO0/MySy4tktXhhs25cxdo0+5JTpxwXoL43XdzaNa0s1tdhgVBQCfmznxWFIXffvuDBg3as2TJKgdnu0eBP7HPnfYnF6Jj6NGxL+PGfE3ibZtnjkhKTGbCZ9/S7dE+nDtz3q3r9X7hybwHeUDLds2IKhmZ98ACcpF8LZHfv/2F8Y+9w4ia/fi8w0gmdv+A8Y+9w8jaL/Jp22H88umPxJ3NO6BdqHhh2vTrlPXvg4naVQkYkz3P8on/YTlKto7x3d95ju5vP4uodx4YShW0i5IkI9uNz3V9vSelq5VFr9fR780+zNk4k27PP0Ggvz8Boo/HTcEURWHJ5MXMHjvL6bgL52Pp3O5pxn36NakpaTneC9cHUjOoFOGGIJd9fuK1RL5562vGvDCG1MRUj+aenfzmS9yO3DRr1owjR45w8eJFh2MCAwOZPXs21atX5/x5927a2VEkC9akWBSrh3o6khlr0iW3dtcNJaMI6tbBs+s5QhQJf7WfujYfAEwmEx9++D8qVWrKRx/9j717D+bSp1AUhVOnzjJt2lzq129Pr14DuHQpzqndjz4cTo3qtnIgBUX1jKXMeXkT0LpxI4Gff875wDX09ZfZuWMtDdzctbaHRVJHK6hTp7Z8fFv2WMWK5fjwg+EEBQWosjj7fsaPzJ69wO57Fy9eok2bJ/n33z0e2XYU1ALYtPkv2rR90muNLcVBnfr92klELe6kLwGQ0m7YNkY8zKOR0xOwplxz63sT8nIfBF/vg9DZ8WvZFF8NBcnzKzt37qVxo4488fjzrFi+litXruYak5SUwpbN23m5/3CqVmnO4kUrnNosXjySSRNHqzZHV7Oz3GXGjJwZp6VLl+DfHWv58IPhqmySqIG/vx/Lfp6d1RQFbNm/zz33JG3btcJktWCRrFhlCenmyypJWWWYVlnK85t97doNejz5kkONxrGffsnIEWM8LnXM1IO8neTkFF54YSjff/+jR3azU+BP7HMn/cnpk+fo0fl59u897NH5hw4c5cnOz3PCxYxBsOlode7xqEfXc4Rer+OVES+ravNBwGw088unP/Jhs1dZM2kpMUeikSw5n/cVWSHuzCW2zP6NsW2HM/u1r0i57jzw2W3kM1laWrFGAxfT1S8vkyXvAlrWq/GkbNyR41jHV7vz7orPKFnVsW5okiBj1ki1+LKYuzSzUeemdH29Z45jpSuW4sVhfQn1D1RlbbJixgq2rNhi973z0Rfp2uk5DuzLfY8obAimgn8x9B7K3ezevItRvd8lJdE7uYP85kvcDmi1b9+e2rVrs23bNqfjgoKCmDNnDo0aNSIqKsrtiSmKjDXpsu3b5w037Si3lyg6IeKtQegii+Q90EVCnuuOX90aqtl7EDh58gxNmz7GxInfubRTnsmaNRto0KAdq1evdzjGx8eHX5bNJjKyKABmyaJqZyUAi+R+SvntbPwj93esVq1q7Px3HRvWL6Hnk10oVCjMY/tmyepVyWWvp55g4aJpdjtHDhv+oapi62+/8ykXLsTmOGYymejWrR/nzzt+gHUFZ0GtEydO81iX57xqa53f0nrV4k75ErBlZskZ3gtsKqYU5IxEl8cbypYmZKB6mxliSDCF3hummr0HAUVRGPPxRNq37cWxo3ln8WZy7eoNXu4/nKd7DyI1Nc3huH7P92bo6/1vXc+LuWpVRnrq1FnOn4/JccxgMDD6o7eIPruLsZ++S80aVe12l70Tpa1FikSw9reFtGzRJNd7+/cfZvz/bDot8s1MLOvNl3Sz4Yo7nDh5ho8+npDr+Pz5PzNu3GTPfoBsCA6CWoqi8OabH7Jy5Tqv7Bf4E/vcKX+SlJhM356DvNazunE9gT5PDib+huuZv6M+G05EkUJeXTc7L73el+q1tdN6zI/EHr/AuE5vs2X2b7mCWI5QFIV9v/3LZ4++xZEt+xyO8/X35bWZbxNUyNZNcN2VINTu45R23cdr0e+07XtzHStTqwIfrJvAGz9+QN0OjQkIuU2vUIBrOvUrYtKRSSBnUkKrXm147dvhdv3ZlFFTSE3yPrspkxmjvyfhanyOY2lp6Tzz5AAu20muCNH5U9aviNd+NfpYNGNeGIPkRZVRfvMlbodpq1atypIlS1waGxISwvz5rtWZ3o6cdiO3TpanKDLnVv3BH28swBDoR3iVkhSpXY7yXZoQ1Tj3zVwMCqTYl6O5POBtFC+7lPg1rkuhoS95ZeNB49ixk3To8LTH5V6Jick8++wrzJr1JU8/3c3umIoVy7Fl0y883rUvp09HY5ElfHTq7IZIsozF20AssGeP4/T5Nq1b0Ka1TZPt3LkLnIu+gMViJTg4kBrVq/DY431cylqySFZ0oohOcF0ovnDhQkz6cgw9ez5u9/39B46wePFKl2y5SkpKKuPGfcO0abdab3/66ZccOXIi11gBQLgVorJp8itOF5qCIGDT78896sCBI4QXqkLjJvXp3KktL77Qm4gI9R4qH1TulC9RJDNyWnzeA13EmnydVd3GkXAqjsDiERSuVZaoh6pRqUdzfEICco0P7vMU5mMnyfjDfsMElzEYiPjsA3SFI7yz84Ax9PX3mfPDIo/PX/PrBro+/jyr18wnMDD33xfgy0mf4O/vzxcTptqa1+C+QonWgaO9ew9Sxk4jgaJFC/PuO6/z7juvk5aWzqHDx0hKSkGv11GmdEmOHDnBk73627GoDr16Ps63kz+ncGH799QPR//Pqw0Fe0yePIthbwwkKqoYADExl3h75Ceq2RcEAcGOz1EUhaefHkT5CmVo3qwRffv2olWrpqpd90HmTvmTj0eN51LsFY/OvZ2rcddoUPURFMWmyVeleiVq163O4907Ur9R7jLb0PBQvpz9OYN6v4kxw7tO0C3aNGXQcO2+1/mRmCPRTH72E9KTHG9wOCM1PoXvB0yg/5Q3qdOxsd0xxSuVYsTiMXz74jjOxl5jZ7w/TSPc0+NyhDldJCPB+3VOxiH7mYWCIFC9VR2qt7J9dq+dv8L1mGvIVgn/4AAiy0extvd4bhzxLts+EwWFU6I5y9mGFgnjhbEDadjxIbvjj+46ys6NO1W5diYpiSksm7aMAaMHZh377OMvOWunpFiHSDn/oqr5+hN7j/N4lW5UqleZZu2b0rl3R4JDg1SxfT+ivliUCtgEedXtHFSqZWVKtqyMOSWDuN2nOPzDBlb3+JRlj77Hhc25Awe+NaoQOX08ohf6GP4tm1Bs8qcI90hK//1AcnIK3bq96LV2kSRJDBjwFrt27Xc4plKl8uzd/QevD+mPVZa8KhHMRFYUTG7qtjni9Jlol8aVK1eaNq1b0OHRR2jWtBGhoSH8MOsrwsPDXDpfkuVbJRsOQvOCIFCnTg2++WYsR47+5TCYBfD99HkuXdddFi9ZmaWRdfbseb76akauOYqCYGvXnqmRle2YLttxezhzMiaTiW3bdvDuqLGUKdeI4SNGk57u4kOGbL9WHe00MgvIhpTqeZmhPUS9jodGdUG2SKScv8q5Nf/xzwfzWNDwdbZ/MA9zSs5NEEEUifj0fQI6t/f4mkJgAIUnfYrfQw29nf4Dxddffe9VMCuTnTv3MnDAW07HfDZ2FBs3LKV8eVvZhdMAOoJTHT8tOOOCPwkMDOChJg3o8OgjtG3TkooVy9G1a0f6v/SsqnMJCwul/0vPsmvnehYtnO4wmHXu3AXWr/9T1WsDWK1WZs66Vcb+4Yf/06RbpSPOnInmx/k/0/7Rp2jY6FH++WeX64YL/Mld478de1i+dI2qNmVZQZZlkpNT2PXvXmZP/4luHfrQufVT/L3131zj6zWuw3cLv/Rq4dr2sUf4es54DAUd01wmNSGF714c73EwKxPZKjFn6GRijzkO6pSoXIqP10+i1bPt+e1KMKdTvReIl8wCybG+eCIGfzuW8641uShSJpJqzWtR4+G6lK9fmYCwYFp/PRhDkPudPu1xUbCSqoPydSrSf/wrTPprmsNgFsBv839T5bq388fPf2QFmI8fO8WcWQtzvC8KtqSBEn6F8BHV/c6JJpl9/+xnyphp9GjQm+mfz8RkdHENms98iUcBrYMHD9KvXz/q1atH/fr1eemllzh48KBqk5JUKA2xR/Vncn/Qbxy9wLrnJ7Bl2PdY0m/teCiSTOzWU5y86E+y0b2AlBDgT8T7Qyn27aeIHrTofZB5992xXLgQk/dAF7BarQwc+JbTksWAAH+++vITjh7exoDBfdHlIWzoDFmWMVrUqxKXvNC5qly5Amt+ne+WYHFmYCtTq8QiWWnarBG/r1/M5SuH+GfHb7w8oI/T1ueKovDLcm2cRlpaOmvXbQJs7egzU22zglYuCCpnH2v3fQfOPrtdo9HI5MmzqN+wHbudZNFlomCrSc/1ukML2XsZrX2JIpndEoB3lSK1SlK4Zokcx6zpJo7O3ciytqOI3X4kx3sZpy8RuzuZ6zcCkST3/u6+TRoQuXgW/k0beT3vB4njx0/z6SdfqmZv1crfc+ka3s4jDzfj8ME/+XHut1SvXjnHe6IgohN16HV6dDodOvHm6+b/FwVt9xctFs8z3r+bOp6nej3h1fWDg4OY8L+POH70b67FHeH76ROoV8956/Nlv6zJ1V1QLZYts/0t4+KusXKFd2WA9hAE10KVhw4do227nox67zOXftYCf+IYrf3J3JneB8dd5fCBYzzbfQCjhn+C0XjrGdZqtbL9751cS0nE4mYVS3BIEB9/OYqvZo/DR2Vtx/zOz6PnkHzVvcYwjrCaLcwf8R2S1fEmul+QP30/H8hHG74muuVTnEi3nx3sChajSMIFP2RJHR+jOJl3XkRUK0XHuSO8DmoValmd55d/zIzD8xmz+gseeaY9vv6OhfQlq8S/v+9w+L43pCWnsW+brZR0zqyFWes2URDQCeLNNYdIhEH97ClBEPARbEEyY4aRBVMX07/DIE4fPZPnufnNl7j96T5z5gzPP/88O3fuJCMjg/T0dP755x/69evHmTN5/wLzQlFkFJN3EXBHFG9cjqp1/alfI422zZLo9HAiHVsl0rJRMob96/nr+fcxp6RjvBLPP11Gc3zsIsxpVmISQ4i+EUpSho/TemaLJHItPQjlqb6EPPV4QVt1Nzlw4Ahz5ixW1ebx46eZPj1vIdZKlcrz9ZefEp94kv4DnnPrb6coChZJIsNqtluy5ikBAf5efYaaNK7P39tW07BhXbfP9fH1Zfz4D9i4cSktWz5EcLBrN+IzZ6JJTNQmIA2wd4/t4fSnn5YBuBzIuh1HXamcdRm7/ejp09G0a9+L7Xnsriuy49eDjNa+BEA2qqeVcDs1n6pL1fJpNKubRPtm8TzaPJ42TRKoEhbNsZEfc275nwBcmvUb+x8dScqek6Sn+3D5SggJif5YLI7dr6JAeoaBlJDKhH7wLvrIYpr9HPmVD94b57G4tyPeffvTPMvffHx8ePbZHhzcv4XduzYQFVnMFrCyc7/JJCtbS8NnhqAgzxdEOp2On+ZP5ZMxb3skIt+8eWN2/7eeYcMGUbFiOZd/Tmdl995y/MRpUlPT+Pnn1bmazaiFY1+S87gsy3z55XReeGFonkGtAn9iH639SWpKGhvWblZhpvbRCSIGUY+vzge/my8f0cCSecvp2el5MtIziI25zBPtn2XSuKkYjUbSrEZSLRmYZavTzU9ZkbEIEv2GPkePZ70LTD+InN1zkj2rt6tqM+ZINP8szvvzFFWxBL0/GUizTeuQWz/m1gpDUcCSLpB4wRfZqt6GiRjgXTCq+ENV6bpiNBE1HIvIO0If4EvzT5+n16L3qNKoGn6B/i6dd/7keUxG1/WY3eX0wVNIksQvS20bJbZA1i2fH6rz91gEPi98brN7/vQFXu85nOMHckuyZCe/+RK3P+GzZs3CaDTSvXt3li5dytKlS+natSsZGRnMmuW8haUrKJIVNctDsiOIIg07F6VqBSPFClsJD5UoFCZRKspCnWoZNCp6lPjhfTj10nAS9+asEU63GIhNCuFEXATnboRyOSmQuJQA4lICiEkM5vS1cE5dC+dash9Hxy/n1KRfNPkZ8jNqdACyx8yZP7mc6fThh/9j2vR5GC1mLJKErCgOz83sZGgTV5fRqbzDXqNGVa9tVK1ake1/rWbihNGUKlU8z/F6vZ7u3TqzZ9d6hg8b7PYC69DhY55O1TX7h45x9ux5rl274VEg63Yc2bC3wLQ3LjU1ja7d+uUSXM6OrAgOX54QHx/PqFGjeOKJJ2jSpAm1atWiTZs2DBs2jCNHjuQab7VamTFjBh06dKBmzZq0aNGC0aNHk5Cgzm6jp2jtSwAUi3c6I84o3agEdaqkUSrKRKFQK+EhVooUslCpTAaNayQRuuZzLr/yMjGfzUYx39pJl2WRlBQ/Ll8JJfZSCNeuB5KQ6E9ioh/xCf7ExQURExvG9etBJBy5xuGuH2K67F0J9oPGuXMX2LDhT9XtxsVdY+XK310ae/ToSXr3Hsi1azfcuk9pFdiqXt078WdRFHlv1Bvs3LGWLo+1tyu4ezvly5dh8jefsWXTL1SoUNbtax4+fNyDmbqGLMscOXqCXf85Fmm+0yxZuor3PxjndIza/iS/oLU/OXnitFdZjo4wCHr8db746nwwiPqshbAoiOhFHT46A6ePnKVp9Ud5/JGnOXwg5zOWVZFItxpJsqSRYkkn3Wokw2oiw2oizWok2ZxGsiWdNFMGYz+axPffzlX9Z8jvbPvRtXu+u/z10waXximKQur0KbDuNxQjyBbnQQdFAcUKigl0okJ4CSN6H/UE2X0rl/XaRkS1UnRfM4Ymo3oTGBme53jRoKPCEw/Ra+M4ar7ofrfP6GPRHszSDfvHozl5/AypKWl2NYkDdI6zx7xFtJNRlZqUyog+o7ge5/jZMb/5EreLOf/77z+qV6/OuHG3nG7t2rU5efIkO3eqILYmabNTlolYvDTy4ds6NOh1CCGBCH4+BPv6EFxVpFxrA2nxCkmxEonnrVw/abVFLhHIsBjIsDivaT75xTICKxSneLcCwU9XsFqtLF26WhPbZ85Es2PHbpo1c16yM3LkGL79dnbWv2VFRpZsXuP28gF73QEFQUCHiKRSeLthg9qq2NHpdLz5xkBeH9Kfdb9v5s+t/7Bnz0EuXIjBarUSGhJC7drVadiwDr16Pk6JEp51kgNISdEmuzLLfmoq+/cfVnXRJ5CH3s3N6zgKbCYmJjFw8AjWr1M3u9ARKSkpnDt3jmbNmlG8eHH8/f2JjY1lxYoVPPXUU0yfPp2WLVtmjR81ahSrV6+mdevW9O/fn5iYGObNm8fevXtZsmQJAQGeZ254g+a+BFAk7XbkhKJRoNeDNeciRygcjhAWgm9wIH5+voQ2Low1XSbtgom0i0YS9idjjrdl+UiSjowM57t2xvNxHOv3P+qsHYfgRUn0g8SSxSs1K1VbtGA5vXo51hAEOH78FB069Ob6dc+bEQiCoFr3XUEQqF+/liq2atWqxsoVczl/PoZlv6xhz54DHDp0jOSUFAwGA2XLlqJ+/dq0ad2CR9s/7FLgyxEpqdplWIKt2YgznU1vsTUbce9v+PXXM3ji8Q40bVqgl+cOWvuTMyfPeW0jOzpBxCDonT7H6BDxFw34iHoMFh2CRSDYvyhWWcIoW0iXTaRl83GSIuf5/PnZ6EmUq1iGRzu1Vu1nyc+YjWb2r1NXSDyTS8cvcPHwOUrVLOd0XOo3kzD+lq3cXQJFuvncevvt1c6fX9QphEQaSb7ih9Xs/TOEX81KXtsA0Bn01H3tcWoP6sz5P/Zx+d/jXDt4ltTYGyiygk9IABHVS1O0bgUqPN6EgKJhHl/L6KrmrYekp6Zz8MBRh5vkAaJ2Jb5Za8/b/vhJ8UlMfOcrxs8dq9m17yXcDmhdvXqV9u1zi9s2btyYhQsX2jnDTTR6CM1ECAy+9Q8fPWLhcAjKXdolAMGREBypp2QDX0ypMrG7zVz41+RyOt7hUT8Q0awavl58CR8Ujh49SZqXHSWdsXv3AacBrZ9+WpYjmHU7Sh5d8jJRM6j15JNdvLaRHZ1OR5fH2tPlMc/FqfNCa5FRg8HAnj0HVK3wFgQBEftBSlfHbdr0F8uW/WpfLN9RTbqHuyBlypRh8eLcwbNnnnmG1q1bM3PmzKyA1o4dO1i9ejVt2rRh2rRpWWNr1KjB0KFD+eGHHxgyZIhH8/AWrX2Josia9h8WdDoICILkRADEkpGIpaIQ7GiTGHwgLMyXsNohFO9UhOQTaVz67SoZl10LuKUdPMvFb5ZT+q1eav4I+Zbdu7QrVctLNy8jw0ivXgO8CmZlolZQq3Xr5i43CXGVMmVK8tbwwaravB2DwXsx5Lzsx6rUsU4tZFlm6Bvvs+u/9fYHqOxP8gta+5PEBPWkFPSCDoMTcWi9oCNU54+vg4CXXqfDT+dDGIFYZYkEaxqJVtc3E0cN/4TGD9UnLNzzplcPCjFHorGa1c/My+T8gdNOA1oZv67KGcy6HReXGqIIwUVNJF7ytwl/e0FIpxZenX87ol5HuY4NKddRuyC+qNN2M1Cv17Nvz0GHWphalRtmIgL2cvC2b9zBjk07adq2Se4385kvcXvrzGKxEBSUW08nODgYq1W7L73aCIVCEMsURwgOcCnTwzdIpPwjfjR8KYigoq792izxqZwsKD10iQMHcpdK3Sn7ly5dYcSIj1W7lnBTANAbqlerzCMPN1NpRneO8uVKa2q/XLnSbPrjL9VLclwV8HWWGTZ12ly7xxUldxcRRbaJL6pJ4cKF8fX1JSXlVreuVatWAfDiiy/mGNuhQwdKlCiR9f7dIL/4EgL80NWvga5iGbvBrNsRRIHQakFUebMckY8WdrnpUMw3v2C+lujdXB8QtPQn8TcSiIlx3OXp448ncPq0utkc3jJo0PN3ewoeUU5jf5KakpqnJtrd4ODBo2zf/p/d9+6UP7nfuF/8SV7BrGDRj6L6YPxEg0vPOXpRRxGfEEr5Fc4Sh86La3HXmfLlTJfn/CATc1Tbe/nFI9EO35PirpA2c5rD991Fp1cILORd1rpfrUr41/GufP1uEFk6Ulv7ZaL4Z5v9e/bdZvnclXaP5zdfom1bHU/wIj3dFZS0FITICMQi4Qii+3+0oKI66vUNIqy0a9HW2J//xpqqbapjfiBBxd0v+/YTcx3bum0HQ14fReMmnUhMTFb1eo666LnK2E/fVWkmd5Y6dWqg12uXpVWhfBmOHHEudOgprgbJHP1t//rrX86ezd2KWVEcv8AmZnvkyJFcr6tXrzqdh8ViIT4+nmvXrnHw4EHeeust0tPTeeSRR7LGHDhwAFEUqVu3bq7z69Wrx4ULF0hMTHTp577fEAQRNBTZViQJQaegr1cDMcT97jWiXqB4hyKU61vCJU+smK3E/fSHBzN98NCyMQVAQnxijn/fuBHPV19/T6fOzzJ5sjr6b5l4G7xv0qQ+jz/uvubIvUD9euqU3dujaNHCrFz1u0aKrd7z449L7R7Py58UoA2hbnSMdoSI4DRTI1wXSIjes2ZAfqKBkn4R+ImuZTUuXbgSY4Z2GpP5hfQkbWU00pNyl1X/99cexr0zkXV9B6BkqLt+9AuS0Bk8ryApMqyfirO5c1SsVVFT++FR4Zyz8/yfiUVRT8PMHs7+oju37OL6leu5juc3X+LRynPTpk3ExsbmOHb8uE28c9SoUbnGC4LA559/7ppxnbatZJXUeMRQ71pn6n0FavUKZO+PqaRdc35jkNKMXFm7i5JPtfLqmvkdrTtCZtfxWLtuE++99zmHj9g+s/YE/FS5piDkWcZmj2ee7s4TT3RQfT53Aj8/P5o1a8i2bf9qYt/g46OZNo47OPrb7ty5l/Llc3ZuydTeu51M/YORI0favcaQIUN4/fXXHc5h7969PP/8rcyL4OBgBgwYwGuvvZZ17MqVK4SHh9vtTFasWLGsMWFhYQ6voyWa+hJA0PmiWLV5aFeux6GrXhHByzLb8DohSBkSF37Ou/Tp6rJtlBrW06vrPQho7U+Em/4kISGRUe99zk8LfsFoNCIKIjqNN+Xcwc/Pl5kzJ3mlY3U3adu2JZO+VC9DIYftNi3ZsPFPW0mnRp8Xb8pFdzoQq8/LnzzIaOlPKlR2rnPkCgbRsWZWmC6AAC/XPzpBpLhvIS4ar+e5gE5MSGLThm081vX+DHbfKTT3Jdnsb1m3je/GzSD69AUCRehTBfAg8SIv/IItpMW7L1Ie1rsjQS3rqz6fO0FQaBCValfi1MFTeQ92E0EQSDSlOb3fp8smQnCtI6O7KIqSSz/r9veP7j9Oq445S0Xzmy/x6En82LFjHDtmv5vZihUrch1zx2kIOj15yzR7hqLIKBnxqujv6H0Fqj0ewJ45qXlGMxP3nSkIaOVB8eLapoMWLx5JWlo6Q994n3nZdj4FtHNYggef4wb1azN1ivMuR/c6Awb01SSg1aJFE67F5d5lUAt3BHwdjd27/xDPPNPdretOmDCBChUq5DpepEgRp+dVrVqVOXPmYDabiY6OZtWqVaSlpWE2m7Oy5IxGI6Gh9neWfX19s8bcLbT0JQCCQcOAVmq818GsTAo/FE7S0VSSjjgXwTaeuYQ1KQ19aKAq182vFC9ejNOnozWzHxVVjN/Xb+HlAcO5cuVWJqW3mbmO8ERLSxRFZs6cROXKue8t9wvt27WiYsWymvwte/Z8nEWLVyDe1L281zhx4jTpGgsZ5ze09CeVq1RAr9d7XL4oIjqUovATDASq1AVNJ4gU8wkjxpR3Z9z9ew8XBLTyILRYIU3th0UWIjUljXFvT2TDqk1Zx5sEg58GwSwA30Cr2wEt//rVKPb+QE3mc6fo1KcTp95WP6BV/+H6nL1w0emYNA0bFEkurDNPHjqVK6CV33D7aTx7BxEtEAQRwTcQxaR+dxvl8nmE9JS8B7pIcKSOko19uLjTeWfG5EPRql0zv6JWByZHVKtWmY6dn2HHjt05jmu5+2ILerg+vmXLh1jxyw+EhATnPfgus2/fYXb+t4f9+49kiR8XL16M+vVr06hhXSqUL8MZJ+m3njDirVeZ8f2Pqtr0BntZWtev5X6IVBQB2e4uiO1YhQoVqFGjhtvXDw0NpVmzWzpr3bt3p2vXrly8eDGrTbmfnx9ms/37k8lkyhpzN9DalwCIfsHIGdqUnynX1NXWKN0zisMnTqNYnd800g6fI7R5TVWvnd+oW6+WZgGtMmVKsn79Fl7s/yaSpG0Zgaf4+/sxc+Yk+00q7jESEhLZtu1f9u49xJkz5zCZzAQEBFC9emXq16/N0NdfZugbH6h6zYceakBEhK1VvKwoKIqiybOAowxtV1rMyLJM/G2lrZC3P3lQ0dqfBIcE8Wjn1qxdvdGj8/VOsiTD9Op2GvbX+RCqDyDJ6rzR0pGD9oN/BdyidC3vM/OcUaRCcV7t9SbHDuaU0qikTTIPAKIORL2MbHUtkB/Yoj4lp7yP6H93nhXd4czBU5zad5JzR86SmpiKIAgUiixE+VoVqVq/KkWKF+HapWuqXvPJwU8y5vOvnI5JljIwy1Z8nOjneYpZyTvInngj93NwfvMlbv9mu3d3L/vAE0S/UCQNAlryKfsp3N5QsqEvF/8zOw1cWDSuwc4PlCtXmhIlooiNvayJ/SVLV+YKZtnQOJ0YIc+HVz8/Pz4ZM5I33xhIRoaR7X//x4EDR7h8OY6kxGSMGUYCAwMoHlWMyKhi1KxVjeo1q+DrggC1mkiSxA9zFjFt2lwOHnL+IFSrVjVV28737t2Vzp3bMnXqD6rY0wp7iyIF+yKLisoLqNDQUNq0acOCBQuIiYmhZMmSREZGEh0djdlszlV2GBcXB0BkpLbZkY64E75E0PkgGPxRLOpmOsjxcZCkbragIURPeL0Q4nc5D8BZC/xJnjRv3phlPzvpDOUF5SuW5aWXh+UKZmmZ7esOzZo1YubMSVSoUJZzZ85zaP9RTh4/TXJyKgmJSSiKQmihEKKKR1K+Qhnq1atFVPFid3yex46d5Msvv2fZsl/JcKLlExERTulSJbhwMdbhGHfw8/Nj1owvuXwlLuuYpMiqd6FSw/fZ+zjdKX9yv3En/MkLA57xOKAlOsgC9Bd90HnZRMgeYfrAPANaSUnqasfmRyIrliSoUDCp8eolQ2QiCAI/LVyRK5gFUFbj2JHeIGPOI6AlBPhRdMSLhPfpApIF6UYMcvJVFGMaZKSipKSgGM2gGBADQ9CVroBYohyCXtvutLdjtVjZtGgDv/+4lphTzjOlylQvy41L15FVqgJ79OkO1G5WB6sLzUWuW1Io7huuynUzkRUFswv6XHdzbXKn0E69+SayLLN582batWvn8jmiwRfFLxjZqN4NRD5/EiXmtGr2MvELFYmooOfGaScR0vv0w3GnefHFpxk71nmU2xMqVCjD3w46Bt3Nv0xkZFEGvNyHAS8/x/Xr8bw+5D2WL1tDenoGOkFE70Tby9fXh8e7deTFAc/SsFFdzed65MgJ+r88LM+W9ZkcOnRMtQVexYrl+ObrsQAEBmi4beUm9soOixUrmmucI5FFLXQXM8sHk5NtD6q1a9fm7NmzHDhwgEaNGuUYu2/fPkqXLn3X9LPcxRNfAqALjMCaGItav3FFkpBP7FTF1u0Ufigsz4CWFpoa+Y2nej/BB++PIy3N+YLOE/btP+yg7Ej7v4uCgr1+rIIg0KlTGwYNep6WLZqwbPFqBj8/jBPHHD/zSIqMyWrBJFmoWr0y/fs/y3N9niQ42DuN0bywWq188cVUxo2b7FKHwRs3EgAw6PRYJcml7CZnTJo4mqpVK5KcrRusJMuqamkqiuJVdhbY2sBHRISTmBh/m+0750/yM574kybNGtKt52OsXPabW9cScNwdOVDUZmPSR9TjL/qQITuuILlftfXuJKJO5KFerfnj+9Wq2w4pV5QNe/bbfc9f4z+N7ORWp48qQnjvjoT17ohoMGM5tBHp8imQ7QdOFFlGOrEf09p5KMlpGBo+jE/rJ9CVrazR7G9x7shZpo6YzHkXu1GePxqNr6BDUmTMTqXU86Z05TK8/OHLAAS4sDa5akkiXB+Iv4pa4RmKa116CxXNHUjLb75Es69MbGwsX3/9NY888ohTYWNHiAERoFJqnpKWinXXBlVs2SOslPN5+hfXtgY7v/DSS8+4dFNwl/NOdnbv5hf31Il/eHvka3z7zSwebtGVn378GVOGCV9Rj0HUOX24NpnMLFuymsfaPc2gl4YTH5+g2TzXrtvEQ806uxzMykTB+13qihXLsf73JRQqZLsZV6umrYP0drHUwE7prKwIDl+ecP26/cygmJgYNm3aRHBwcJYmV9euXQH44YecmW0bNmwgNjY26/17GW99iaD3QQxU7x4s7dsOyXnrk3hCYCl/BL3zz4VvVIQm185PhIaG0Kev+uL5RYoW5kqc8+6jWqPY+c/w4YNZvnwOoUFBPNryST4Y+ZnTYBbYtHYCDL6E+gZw+vgZRrz1MXVrt+G3NZ5loLhCWlo6TzzxPJ98MsmlYFZ2FEVBJ4pe6ZR98b8PGTTQ1kijWtVKORb0FllSLaPYkRV3/Ev16pXtloOr7U8eNLz1J2PGv+t2RqO9IHQmPoJ2eQV5LZzvRmbm/Uirvo+i91E/62jvOcd6TpLGi5Nz5kAOZYRyxhTIeXMA580BnDIFcdAUTsU/5xAx6EnkuP2Y/lmCFHvcYTALbE1SxBJR6Fs1Q1enOpbdW0j7bAgZP3yBkq5+tVUmO9ft4L1uI10OZmVHJ4j4ofN4G6p05TKMXTCWgGBbuXDlqnl3UVSA86brHjULs4dZkVzunlilVu61U37zJareSSVJYtOmTSxZsoQdO3YgyzKCIOTQeXEVQRTRh0ZhTbrk9IuUF0pGOubF3yP6aad1ERzlPFU9pHZ5za6dn4iKKsYnn7zDiBEfq2azWrVKHDzsrDxOQcuddUcPsBUqlCUhIYkeXV/g2DGbUzOIOo9Sz1f+spbtf/3HT0umUVdlLbItf26n11MDsvSW3CUzqKUTRbcXC88+24OvvvyE8PCwrGP162vXxt3bxYwgCDz0UAOVZuOY77//nn/++YdWrVpRsmRJAM6ePcvKlStJT09n/PjxWYLvzZo1o0uXLqxZs4bBgwfTtm1bYmJimDt3LhUrVuTFF1/UfL6eoKYvAdD5h4Js9VpPy7prO/LJXYiFtdmkEHQC/sV9Sb9gvwRL8NETUK20JtfOb3w0+i3W/LpRtTJ2g0FPUorjrHFvg+HeULduDaZN/oHxY752XzxeEAn28cdotRAXd43eTw1kwMA+TPpyjKoZHFarlV69Xmbz5r+9smMT1pbdWhQULx7JtO/+x2Odb2XjBAcHUblSeY6fsAX+FEXBKkvo89hMyotMTa7bcffz0bRpQ4/nUEBO1PQnYeGhzF/2Pc9068+1q95tbBgE7z5reeErOg/C1KpTXbNr5ycKlSxC5zd7svqLRarZDKscxfXDjn3TFTNUU1daLQcZZj1GRYdRyrl+DatWCsWYinn3SpS0RLftiqVKIBSOwLp9J5Ydf2A9tp+ANz5DV1JdLbJ9W/bw1ZAJSFbP1/aCIOAn6DHKVrfuzu17t+flDwcQGHKrOU/teq7p4GbIZmJN8ZT0LeTVd9+iSKQ7yb7Mjk6vo1q9qh5f635BlYDWxYsXWbp0KStWrODGDdsNPjw8nN69e9OzZ09KlCjhkV1BZ0AfWhwp5SqK1f0FtRx3CcvPc1BS46GUdjsRvsHOP5QRzappdu38xquvvsDvv2/mjz+2eW0rKqoYqXmUnCgaxrOcLSxqVK9Cl87PceamcLGnwaxMrl29Tq9uL7H813mqPaQkJCTyfL/XPQ5mZUeSZYoVLYzJZCY52Xkp8cMPN2X4sMF06tQ213tt27UkODiIlBQNmkZ4ef6jjz5CyZLF7Ri2X6fu6QevdevWxMXFsX79euLj47FarRQtWpRHHnmEfv36Ubt2zqDf+PHjqVy5MsuXL2fMmDGEhYXRtWtX3nzzTQID761ueVr5ErCVHiLqkNMScPevrUgS1i3rsG5ag76BtoLsPmEGhwGt4PqVETXYKc6PhIaGMG36/+jR/SWPO5Nlp/Nj7ViyzHnZiVbi4nlx4sgpZkye65UNv5u6J+lWEzNn/ITZZGbqtP+pMDsbEyZ853UwKxNREKlQsQynTp11Oq5IkQhefOEZ3h75KmFhubu9du/emXHjJ2f9W/YiqKXcDGTZu7N4Eux86cVnHFxIXX+Sn9HKn1SqUp5lv83j9QHvcHD/ERfOsP/317q7piEPXbgmzQuCpq7SbtATHPlzH2f+O+61rUIlirD/eozTMaeM0NrrK9lHViDFZD97L7JhGcz/LUfJ8FxfTfD3Q9/yIaxb/0FJvE76pJEEjJiIrkRZj21mJ+l6It8O/9qrYFYWChQrWpik1FQy0h1rOQqCQN0WdXly8JPUbVkv1/tt2rfCz98PoxM9yEzirWkYRD2FDUFuazcqNzWzXC01BGjxaDPCI8LsGMtfvsTjgJbVamXjxo0sXbqUnTt3IssyBoOB9u3bs2HDBtq2bcsbb7zh9QQFnQFdaHFkYxJyeiIoede8KsYMpJ1/Yv3zd5CsEKixup6Tv31AmaIUblXQkcpVBEFg0aLpdO3aj3/+2eWxnWLFijB//lQebt3N6TgF7TocOePq5WtZwSy9IKoiCpqclMKLfV5n647VBAZ5H6gY+fYnXL4cl/dAF4m7ep2PR4+gWrVK7NlzkEMHj5KSmobBoKds2dLUr1eL1q1bUNVJ6m5QUCDPPNOdGTPmqzavTBQX7i05x+d8SB3y2ksOxqlbp96sWTO3dpYNBgODBg1i0KBBHl5RW+6ULwHQ+YchGgKQ0q6jWPJ+8ACQzp/BsnoxyiXnYqNq4exWUKyve/phDzpt2rZkxsyJDBwwwqug1pDX+5OUkvcDvpa+xFFQpGqlCsyaok73Vz+9AassYZatzJu3lAYN6/BS/2e9tnv8+CnGjZuc90A3MGUY+XPzCvbsPcDevQe5cPESsiwTFhpCnTo1aNSwLo8++nBWtqo9Bg7owxcTpuYQ+JcVBbNkRS+KiC7qajnSzPI0a69Z00bUrWv/uTG/6Z6ozZ3yJ2XLl2bF+vl8/+1cvp8yl6REx/cHtQSo1aRSlQo0fqj+3Z7GfYOoExk0822mPv8Z5w+c8dhOWFQET08cxLonX3M6br92lXrEp/s6LCur+og/igqdoQVfX/RNGmDd/BdKajIZ0z8h8KPpCAbv9aN++HgmKfHqNTRIupZIn/deIDwqgtOHThF9PBpjmhGdQUdUmSgq1qpInRZ1KVHOcQA8PDyUJ7p1ZOmilXleT0YmVTZhsUiE6gIIEn1dKqW3KjJG2YLVTe2vnv172D2e33yJ2wGt6Oholi5dysqVK0lISEBRFGrUqEGPHj3o0qULoaGhVK2qbmqbIAi2hYhfCIopDdmchmI1g3zrATX9WgrXj10iNO4Avif+BXO2rBLJO+G3vLAaHf/5y77cEaFAeNEtgoIC+fXX+bzzzqfMmrXA7fObN2/MrFmTOHHS+e5tJlolaTkqiYgID+PQwaOATVtBzQ43Fy/E8slHE/nfl6O9shMbe5n5Py1TaVa3+G7aXKLP7uLJHl08tvHWiFdYvHhlnple7iA72Fl3RvbxT/Z4jE4d29i3DXYfHpyJcj4I3A1fAjZNLX1ocRSrGdmYgmI12vzJzb+oZLaScCoO45loCp//M1cgS7FaNd2/sqbb91c+xSMo/HhTDa+cP3mqd1eKFInglcHvEBNzya1zAwMD+HTsuwwc1JcmD3XKc7ysKJrkXDjL9hVMMrKs3jNOgMEXi8kmvv7+e+No/+jDlCrleWYkwFdfzcBsdq08wlUuXYrj8OFjvDF0gMc2SpUqweBBzzP1uzm53rPKMnBLLP72BUdmNlbm3yYz8OVt6amPjw9Tpnzu8P0Cf2Kfu+FP9Ho9rw17mf6D+7Bq+Tr+WPcnhw4c5fKlWxuBmZ8PWZFvlsveQusyZcnJJl3/wX00vXZ+JCA0kKELP2Lp6B/YuWyr2+dXaV6TPhNfZb8LWX3RJjiarlA9QP0v9sV4+40/qnUrj0HxPpiViRAagli1EvKxk8hXYjCtnItfr4Fe2bxy/jI71mxXaYa3WDd3DVP/nkGrJ1p5bGPoiIH8umo9Gel5d9VOl4wYhEASpXSSpHQCRV/8RAO+gj5rTagoChIykqJgVqxIHtwvOvZsT92H7Eu15Ddf4vazV8eOHZkzZw6iKPLCCy/w66+/8ssvv/Dcc88RGpo7pVtNBEFE9AtGHxKJoVBp9BFl0RcqQ0KMwtLOX/LH0AWc+Pm/nMEsAJNFNbFPe6TG2XcaoXUrULZ/B82um58JCPDn228/Z+3aBTRqlDu90x6lSpXgq68+YePGpZQtW5orV1zLLnI3M8c1m4rDh5UAv1vC93pRvc5Kmcyfu5SYi+4t3G5n5qwFudrSq8HVq9dZvnytVzZKlizOuHHvqzSjzN119z8DmfeUqKhiTPl2nJNxgsPXg8zd9CVgC2zpgiLQh5XI8iX6QmXY+t5q1jz3PX9+sg7zhdxlAUqq+p3zspNxyX7mWMUJgwrKDT2kdZsW/Lf7d14b8pJLXfz0ej3dunfi3//WMXBQXwAuX8lbDF7BcXc7b3DkS8oUL078dXUbgoiCkFV+mJKSyqSJ072yl5iYxNKlq9SYWi7UyNT9/LP3KF++jMP3JUW2Za1J1hwviyxhlSUkRUZW5CyBfm8Z/dFb1KjhOPBS4E/sczf9iZ+/H72f687Mn77h30MbORK9g70n/mTekqnodLaSInvBJVcFnT3FJNvPSm3ctD7PPP+kptfOr/gG+tF34qu8MuddStVyTR85olRRnhk3kCE/fUB4VATX41zTXvvZfv8fr0gz6YlLyd18SxChWuco1a8nVioPelvujHnzKuRk7/zVhp9+12Q9f+PSdfZu2u2VjbLlSvPuh65lf0qKnNWBVAFSZRPXranEWhKJt6aRKGWQJBtJlc1kKBaPglnFShRl6CdDHL6f33yJR5uJgiDQqlUrOnToQKVKldSekxvzEBFEHUXrVqDN5FcQ9TpOn/fLnZClKGB2r6OOOyRfzu009MH+1Jk8GEFXkJ3lDa1bt2DbtpX8888aRox4lbZtWxIZWZTg4CAiIsJp3LgegwY9z7Jlszl27C8GD+7nvvYFeBTQcGjPSYCkft1axN9sQy6AqtlZmUiSxI9zlnhlY/2GP9WZjF3bW7y28cKLT/PSSw40RtzA22BW0aKFWffbQooUKeg85wn3ji8REEQdgqij9ZTXKFK3AlaryPlLucvVlWTtagFM8WasqbkXOZH9OhDetqA8xBtCQoL53xcfcvL0Dr6d8jnPPteDatUrEx4eSmhoMOXKleaJrh35dOw7HD32Fz8t+I5y5dwX4JdU7JYHjrOzRFEkMqKwatfJjq/uVvL+ksUrvdIs/PvvnWS4oCviCUePniQmxjvR/8DAAH5eMtOuxparKKBKltyQIf0ZMeJVr+08qNwr/iQoOJCIwoV4pF1Lvphsa65gla25vssyClYNg1omO6LRoWEhTJwy9q5o/eUnarSuxzu/jmPEirG0G/QEVZrXJKRIGH5B/gQVCqZ8g8o8/EJHXpnzLqO3fkPzZ9q6/TvfmQLbktT0JXDwUiEUOznmtZ6vj05Uf50s6PWIpW3Ni7BasPy1zit7+7fuU2FW9tm3da/XNl4a+BxP9n7cpbEZkgmTnPt3niabvV6TFo6M4MtFXxAcmvcGnlpER0fz7bff8vTTT9O8eXPq1q1L586dGTt2LFev5t4QtFqtzJgxgw4dOlCzZk1atGjB6NGjSUjwLOjpdsnhG2+8wbJly1i+fDkrVqygXLlydO/ena5du1K0aFGPJqEGFR5/CL2/L38On8Hx00ZqVM6Z8qckpyEU8b5293Yki8K14zk/kPogfxr99DbBVUqqfr0HlXr1alGvnnsd/CIiXO9EJisKAuronzjapy1fvgz16tTkxFFbV8Pb08/VZM2q9bz30TCPzrVarRw65KwzpHfs2XNQFTuTv/0cXz9fpn0316PzM4NZbpca3tRLadiwLj/9OIWKFZ13b1EctMG9X3dB1OJe9SU+Qf50Xvwuf74xnaN//kfpKCM+hlufEuVGoq3sUK9+u/X4Pbl1IQp3b0H5z+3rsxXgPsHBQbz40jO86GZAvHBEOJcuXXFprKzI6NwUe7WHs0zf90e9wYyvcpfKqYEoiOhFHVZZIiUllT/+2Eb37p09srV37yGVZ3e7/YOULOldZkGdOjXYuH4pT3R73mPdyMygliAIbj9H+Pn5MmbM27z5Rt7lOAX+xD73qj/p9UxXgoICefuN0aQnp2MQcvqNdNlMiC53xoy3SIpMqpSzWiU0LIT5P0+nbLlSql/vQaVsvUqUrede8DSskOvB8+8uQwU/hRK+3n+/T18LITEjt6ZgaMXiVOlWBa57rg3mDCGqGJyNBsCy5y98H/NMl9GUYSL2tHZapmcPnvbahiAIfDllLL6+viz8MW/ZllRrBopOwU93Kz6hoJAmm/AXfdwWjQeo1agmH347iqhSkU7Hqe1Lli1bxoIFC2jdujWdOnXCz8+P/fv3s3DhQlavXs2iRYuoUKFC1vhRo0axevVqWrduTf/+/YmJiWHevHns3buXJUuWEBDgXptPt1fUr7zyCps2bWLmzJm0b9+eCxcuMGnSJFq3bs3AgQNZu9a7ciJvKNOuHk9tHk9qpYdJTM75IVASU1FU1JnIJO6IBWu2zceQGmVo+uvHFHoo/7fIvNep72YATFJkr3fWZcV+O/Ea1auw+Y9lnDx5y2G4IgLoKWfPnCfFw0ySixcvYTRqs6MOcOr0OVXsCILAxIkfs2zZbKKi3OtiKiuK7e/twXX9A/wZ9/n7bP9rdZ7BLLAtdBy9HmTuZV/iE+TPo7OH8dCEIRyJvW0xJMvIV66pfk1FUri+49bOlOCjp/Q7T1N56lAEnffBkQK8w50NFVlRkGTvMi8cBbN0Oh0TJ35M4wZ1vbKfF/psGy779x322M7pm81PtOK0Sv6kXr2aHNi3iWee7u6xDVu2t5LV8dAVHn64GTt3/u5SMCvzGgX+JDf3sj/p9Hg7Nm5fwSMdWuTKvEiTTJqUUKVYM3LcP+rUr8mK3+dTt4F7z8UFqE/VWpVdHpsswfvnIdbk3Wfk7PVgTl/PHUgLr1GGR39+D8Gobul6doTwW9eVL51HsXimp3j1YhyyhprYl6O9y/bNRKfT8cXXH/P93K8oXCTvxIo0yUiyJT3HvUHBFuzOkM0uyxj4BfoxdMyrTFn+VZ7BrMxrqOlLOnTowNatW/nyyy/p168fvXv3Zty4cYwePZqkpCQmT77VGGbHjh2sXr2aNm3aMH36dJ566imGDx/OF198wcmTJ/nhhx/cvr7HKSItW7Zk8uTJbN26leHDh1O8eHG2bdvGW2+9hSAIHDt2jMOHPX8I8hT/wqG0m/YGoSPGYRGz7XrIMsoN9cTuACwZCue22Rb+YpA/vi2qo7Srw+n/jhO7+yQWo7oiqAW4R/HikZQqVdytczL1MNxFURQkOXcwSxRFhg8fzM5/11KyZHFOHL+1AyBoKC2tKAonTni226C2eO/tWCzqpjV36tyW/Qc289VXn1K9RhWH40RRvPl3kjxO523dujlXrxxm5IhXs7Qx8kK+uQti71XAvetLACr2aE7LtXNIL59TjF0+fwlF5TL2uC03sCRZQRDwKxdJkSdbgqIQv+4/jBfVD6AV4B5NmrhX8ikrClbJs/JDR8GsatUqs/XPFbw+pD8nT7jW9MRTspfDHz1ywmM7Fg8XL65iVvF7WKhQOPN/nMI/29fQt09P/Pwcd8g2GBxnaMo3s3jtBbcy/+0f4M/KFXPZsH4JVas47uyb23aBP3HGvepPIqOKMnvBt8xa/C2+freyZGQUUmR1NxCtikSiJY0A0ZcyhSLp2rY93ds9ytF/jnBs7zHMBWuTu0rJsiXcytK6aoFh52BLovu+xGwVORBTiBNXw3IcF/Q6ag3tSuc1Y/ArEoqSpmFAy8cHMrvNSlbkuNzapK5gNXveqdg1++o+0z32RHu27fqNMePepVJlx3proihili3Em1NIsaRjyVaebFEkUmUj6ZIJs2xFUm49UyiKglm2kmLNoObDtVl3ZBW9Xn4S0cVGdGr7klq1ahESEpLr+GOPPQbAiRO3niNWrbLpar744os5xnbo0IESJUpkve8OXtdMREREMHDgQAYOHMiOHTtYsmQJmzZt4vDhw/Tq1YsqVarQq1cvnnvuOW8v5RYhdWshj55CxncfI8fZUhSV+GSUoAAEf8dtnN3h1A6FOJNAml4gxWyCXSdsr5sYAnyp1rUZ9V58lCJVXU/xtZqtXD5xgZjD50i5lghAYKEQStYsR4lqZdD7FggDu8rzfZ/is8+/dusc20OoZNNoA6flA5kLj9sDWSEhwfTt05PBg/pRrdqtdOTsWiJaP36mp+XdacMeAQHqp79rbT8oKJCBg/oycFBfrly5yv59hzlzNhqLxUpQYAA1alaldu3qbNy4ldeGvMv16/Fu2ff19WX06BG8NXyw+5NzJLJYsADJwb3qS0SDnshRYzCumof5t0WgyGCxIp08h76m6zutzsiIMxP3181yQ0XBeO4KxnM5y9sCa5cn6oUOFHmyFaIbPiA5LoFLh85x7XQsVqMZvZ8PRSoUp3itcoREul6W/aDzVK8nGDFyDOkudDDKREHBKkuIgojoQimao0DWQw81YNDA5+nZsws+PrbSBJNGulRZZJtqmhs/8+34+2vrTwID1bffuFE9Gjeqx/fTJ3Do8HEOHDhCYmISoihSulQJ6tevTXBwIAMHjWTV6t8d2snshHjzH1nHH3qoAT/O/dapGL1jowX+xBXuVX/Sqm0zlv8xn1f6DOdCtG1hnyIZ8RMM+Ijel7EL2LLIK+mK2xa+Jjj57zFO/ntLRiIgyJ823dvwxAuPU6ay659Bs8nMqWNnOHHoJPHXEwEoVCScqrUqU6laBQwFTUtcQhAEHuvVkQXfu651myrBhFj4M0nhycJQO9D5990iCcQmBnLmeghm6dbmq09oABV6taJKv3aElLdl8SiSNcf9SROy6UkrJs98l4+/+rJB2fENcLyB4SkhIcH0H9SH/oP6cOXyVQ4dOMr56ItYLVaCggOpVr0y1WtWYf3azbw/ciyJiclZulp6QZdVyaMoCtabzUey4+fvx/ufDuelgR7cx/LwJWfO2C9BLVKkiFtl3HFxtjL+woVvaX4eOHAAURSpW7durvH16tVjzZo1JCYmEhYW5vJ1VBUBadq0KU2bNiU+Pp4VK1bw888/c/z4ccaOHXvHnQaAWKQ4Ae9NwfTrj1g2r7CVisReRSwdieDljXfPTjM795lBdHxTsaSbOLhoC4eW/En9/h1pMbIXBj/HX8grp2L4e956dq/8G1Oq/QdIH39f6j3RjJbPd6BEjbJe/QwPAgMH9OGLCVPdzgqyteO2ZfEIioDtnmLLqVKA5s0bMXjQ85QsWZyTp85y9aqtHUnRooWpX68WNWpUQW9HY8fPzzdrQaSgbVDLx8PPeMmSxQkNDSEpKbeejxpUr+44i0oNIiOL0rFTG7vvdevWiWbNGvHee5+xZOnqPLPRBEGgXbtWTJgwmmpV757I7IPGveZLAPy69kNfoyHGuZOQ42JQricgnb2Irrx3eiTmJCtnZp5HSnW++5h28Cynh08jdtpqKn3zGsH1HQfTLEYzB1f9w66f/uDSIcclWVE1ytKoT1vqdG/h1DcVAGFhoTzzdHdm/7DQ7XNtpeg2D2LTWILMu7+vj4ExY96mTp0amMxmjh8/hdlkxs/fj6pVK1K/Xm27TSeyZ3loQrbnZh+D589LNZxkzapBtWrqBJXt4ePjQ4P6tWlQ337b81+WzWbRohWM+XSiS6WVkZFFGfHWKwx9/WWXd9EL8J57zZ9UqFyOVX8uYtLYKSz84WdkWSbemkphQ7BHmjmZiNgC54rReblzemoGa+b/xtqF6+g1uCd9hj2Hj6/j+/+po2dYOmc561f8QYaD4HZAoD8de7Sn14s9qFjVte5/DzI9+3Vj8axlbncT35Vqe5XyUagTBBX9oJiPbTGfLkPhRg2o1b0LaSElCDt5mRo3UkAA/yJhRNQuR2jlEoi3NysTdZC1utGIbJI/nuqPRpaJwuDrg8WkTYZhqcruN4Fxh8iookRG2Q8Edev5GA81b8SnH05gzaoNWK1WW8MIB38SURRp074lH3/+DuU82RhxgZEjR9o9PmTIEF5//XWX7XzzzTcA9OjRI+vYlStXCA8Pz9qgy06xYsWyxty1gFYmhQoVon///vTv35+dO3fy888/a3EZlxAMPvj1eBmfhx/H8vc6LLu2IF+4gliiCIK/+9FYSYKdf5vYv9v1AIkiK+yZuY7orYfo+dPbBN+2K24xmlk7aQlbZ69FkZ3fUMwZJnYu2cJ/S/+kWZ/2PP7us/gGqh9Vzi+UKBHFe6PeYMwnEz22oaDc3Lyw/W0qVyrP2t8WZO08N2/e2GVblSqX58D+I1l2tQxpla/g2U1OEATq1avJn3/+o/KMbDRsYH9xcKcoWrQws2Z9xeefv89PC5axfft/7Nt3iMuXr6IoCoUKhVG3bk0aN6rHc316UskFnSxnyDdf9o4X4Jx7yZcA6CvWIHDMTKz7/8G8dQ3SqcNglRArlkbwYIGafjGDM3NjsCS6nkqfcSqWg49/QLkxL1D85dxC3ed3nWDFyO+Jj85b3PrykWhWj5rN39PX0O2LAZRtUs2t+T9ofDLmbVauWseNG56VZ9h8iZLjIfW7776kT5+eWf/u1NF+MP52KlTy7r6UF1K2suwKFct6bMfdZi7uUt9BsOlO8cwz3Xn66W5s2LiVVavWsXfvIY4cPUFGhhEfHx8qVypP/fq16NSxDd26dcLgRXAQCvyJN9xL/sQ/wI8PPh9Bv4FPs3jectYsX8+1y9eI0Ad5lKnlSSBMlmSWTF3Knq17+Gz+WMIKh+V4PyM9gymffc/Pc1fkWTqdnpbB8vmrWblgDU+/3JNX3hmAn0rVMPmRkmVL8Nzg3vw41f4GiQhE4EMgtr+rEZkbmLHcdB4XzXDxtkKDitXK8+OkLzD4GPAHCjd0TctZEASEwDDNyg4VswWMpsyLIRYp4ZEdnV5H2eplObXvpIqzu0WFWq6XfmtBZFRRps6awEdj3+bnRSvZtXMfhw4c5drVG7a1SUQ4tepUo37DOvR8+gnKlPVuMzUvXzJhwoQcIu6ZFClSxOVrTJ8+nfXr19OuXTu6d7+lT2k0GgkNtV9263uzPNVdLWdNAlrZadKkCU2aNNH6MnkiRhTDt+sL+HZ9ATk5AeniGaTTe5AvHALZtcXE9euwaW06N6559uhw42QMS3t/ztO/fEhgYdsfMvFKPDP6jePyCfc6NyiKwvb5Gzjx10EG/TiKwqXdE8V+kBj17uv89ttGdu854LUtvV7PrFlfelxGUbduzVsBLUXRLJ4VGVWUosVcv+ncTo/uj2kW0PK0W5baFC1amOHDBjN8mAdlhG5gE1m000lE06vmP+4VXyLodBgatMTQoCWK1Yp8KRop9jTSpcNgdE2nUZHh8vqrXNl8w7OVqCRz7oMfEASBqP6dsg7/Nf1X/vhiSZ4bI7cTfz6OOU9/RpsRvXj4ta4eTOjBoFixIkz9dhxPP5vznuGsNN2ZoOsTj3fIEcxyh1p1q3t0nqtYswW0vAlKtWjRmKJFC2dlMavJww83o1ChMNXtuosgCHR49BE6PPpI1jFFUadr8u0U+BN1uFf8SamyJRk5eigjRw/latx1jh48xpblW/j393+xWlxbm/joDMheNL06ffgMb/d+l4nLJhASHgzApYuXef2ZEVw4697aRJZlFs5Yyo4tO5m8cCKRJQrWJo4YNOIl/tn8L6eP2fQQdQhUJIBqQhBF8EF32/1DURQSsHBSSeMYaZiyPTz4+Pow+qtRHpd9iqFFkbQKaCXeei4Si0QhBAR6bKtJx6aaBbSadGqa96A7QLHIIgwZNkDz6+TlSypUqECNGjU8tj9v3jy++uorGjduzMSJE3P4Qz8/P4cVMiaTKWuMOzyQOc9iSDiGGg3x6zoI/4ETMDzcGzGyHOjsxPcCQhAr1mfzP4EsnZfqcTArk4RzV/h9xAwAUq4lMvXpT9wOZmXnevQVpvYeQ0Ks+g+L+QW9Xs+qlfOoXMm7NGidTsfcH76hWdNGHtvIXgonaViz3rptS6/O79unJ0FBnjsdR1StUpG2bbyb2/2GrfNV7lfBAuT+R9Dr0ZWuiE/Tjvg/OQKf9i+jK1sH/INzDxZ1CIWKYxQqcPCjE1z5w8NgVjbOfjSHlP225g/bvlvNxvGL3Q5mZaIoCpsmLOXPb1d4N6l8Ts+ejzN+3AeArVOtKAiIonizlDD3Syfe1M+6zU7Tpg2Z/+MUj+dRslRxqlTTZkdZVmzaX2Dze61bN/fYlo+PD/369VZrajkYNKivJnbVQItgFqjvT6Kjo/n22295+umnad68OXXr1qVz586MHTuWq1ev5hpvtVqZMWMGHTp0oGbNmrRo0YLRo0eTkKCdqPSDQtFihXmkfUvGTPuIZfuWMPijgVSpU9lukCKiWCEeefxhIqOKeRXMyuT8yfNMHmXrQhZ36SqDn3zD7WBWds6dOs/gnm9wPa5gbeIIH18fvp7/BVGlIimHP88JxWktRhAp+OYKZoHtnlJI8OEhMZw+QnHqYHvO0Bv0jP3uI6rW9ry8WyyiXcavcuXWfURXw/P1E0Cb3u0wOCmP9ZRyNcpTpYFrGW35BS3XJnPmzOHzzz+nadOmzJgxI1cSSGRkJAkJCXaDWpmaW5GReXdqzI7bGVrVqrlfkiAIAkePHnX7vDuB4OuPoW5rDHVbo0gSSsIVFFO6bfERHI4YFM5fXyzl+I68yzdc5dzmAxz+eRt/rf6L69FX8j4hDxIvx/Pj0Mm8/vPHBboMDog+H0PcVc87hen1OmZ8P4mnn+7m1Tw6dGxNqVLFuXjxUpaYvKjBg2+d+jVISkomNDR3xwlXCA4OYuSIVxn98QRV5/Xx6BGq2rsfkBGQ7eyC2Dv2IJHffAmArmgZdEVtpb5KRgpyagIoMoLBFyGkCOZryZx4eBhShkoFQpLM6TemEvLJC2yasFQVk5snLaNUvUpUaFFTFXv5DbPZzMGDR9G54Wszg1vKzc53DRvU5ve1iwgMDPBqLn1f6s0HIz/zyoY9LJIVvSCCYMvOysjI8CrjaOjQl5kzZ5HbzTicUb9+Lbp27aiavfsFtf3JsmXLWLBgAa1bt6ZTp074+fmxf/9+Fi5cyOrVq1m0aFGOspNRo0axevVqWrduTf/+/YmJiWHevHns3buXJUuWEBDg3WfaU/KbPwkOC6bXwJ70GtgTi9nChdMXSUtJQ6fXEVmyGBHFIpj+8ff8fUW9gNFfv/3N1l+38tPsn7kc4/3aJPb8JT58fSzfLflKswDv/U7s+UvUjhcoJ7pXUWEQRJoK4VTSh9D828G06NTKq3noIitgORYA5nSv7NyOYpWQz98KjIolK6JkpCP4e3afCA4PocvLT7Bi6jK1pghA77fujjbr3USrtcmMGTOYNGkSLVu2ZOrUqVklhNmpXbs2Z8+e5cCBAzRqlDPIuW/fPkqXLu2WfhZ4kKGlKAo6nY6iRYu6/HKn3vJuIuh0iIVLoCtRCV1UecSgcIxJaeyZ5biLjads+WwhJ7cdUs1e9J6TbJ29VjV7+Ym16zbT6uEnSEpK8diG1Srx+bivuXIl946lO+h0OoaPeOWWXcU9QUhXsMoSrw4ZRVRUbVq0eIJ585bk6K7oKu+8PYT6KuqfPNnjMXr2fFw1ewXc3+RnXwIg+AejK1IaXdGyiOFRCDo9l6b/ipSUpup10k9c5O+hU/LUOHGHle/McNiY5EEmIyOD1q17sGTJSo/OF25mdO3Zc5Af5izyej49n36CkqWKe20nO5ml8L56A746A0cPHKN5w85UKdOEd9/6hOPHTrlts0iRCL766hPV5ujj48PMmV+i03kuoF2AjQ4dOrB161a+/PJL+vXrR+/evRk3bhyjR48mKSmJyZMnZ43dsWMHq1evpk2bNkyfPp2nnnqK4cOH88UXX3Dy5El++OGHu/Zz5Gd/YvAxUKF6eWo3qUWNBtWJKBZBwrUE1sxfo/q1pn40nf3/HVTN3u6/9/LLj6tUs5ef2LRmC7/0+oRyGZ7r6hW29QTxagAAotFJREFU6oj7ai3GeM/XNwCCqMNQvoFXNuwhn42Gm025FItM+rfjSOz3GMnvv4Zp63oUi/sC773eeJqSlbzTj8rOwz3b0KBtQ9XsPchMnz6dSZMm0bp1a7777ju7wSyArl1t0ha3+4wNGzYQGxub9b47eKShJUkSxYoVo1evXnTp0kXztsx3k8M/b8NqVL+jgik+FV9BwKRi4dEfU1fSvO+j+BR0q8pi1+799HjyBSTJ+4yI06ejeerpgfy5eblXmXAvvvQMK5avZdvWHciKgqTI6AR1MusURSHDasn6/3v2HGDPngOMHfs106b9j3btXN/F0ev1LF70PQ+37s7ly95lKNauVY3p077wysb9ioLgoE69YMfyQfIlstHM1SVbNLEdcTWRM5ndYlT4WCXF3mD34i00tyM6/yDT66kBXmsxZmYqvPXWaGpUr0wbL0qwAwID+N83H/Ncj4FezSk72bWzspOUlMycWQuZM2shz7/Ym9GfjiQoOMhlu716PcGuXfuZPHmWV/MTBIGpU8dp3j3xXkVtf1Krlv1Nq8cee4yPPvqIEydOZB1btcoWmHjxxRdzjO3QoQMlSpRg1apVDBkyxKN5qMGD5E/WLfodi9n1ZiKuknQ9ET0iVhXbDMz6ai7dnu2C3qC5bPN9w+5/97Fs8CQaEua1rcSTsWx5dQqdFo/yyo6ubF2kK6eQE73PzgNQUlKRj9ruH4qsIKff/LwqCtLJI6SfPIJx6VwCXn0bQ416Lts1+BoYMf1dPuw1ipR477qxV6hTif5jtNeruhdR25csWLCAr776isKFC9O+fXvWrVuX4/3AwEDatWsHQLNmzejSpQtr1qxh8ODBtG3blpiYGObOnUvFihVz+RhXcHsVvWnTJgYOHMiVK1f46KOPaNGiBR999BGHDx92++L3A6c37NHMtr+i7oI2PTGVfau1EfK+HzEajTzzzGCsVvWyoP75ZxeTv/X+gXz6jAmUurmzbpElVbIrFEUhQ7Lc7J6Yk5iYSzz+eF/efvsTt65VvnwZNv+xjPJetIVt3LgeGzcsJTw8zGMb9zMKt7qJZH896BpaD5ovSd55DGtCqia2wxWFMAUCAX8FfBUQvfyA7V6wSdWsr/ud2bMXsnHjVlVsZQa1Bg0eSWqqdxl7LR9pytC31AloSbKM7CCglZ0f5yzhkWZdOXH8tFv2v/jiI0Zky1B2F1tm1iT69u3lsY37nbz8yZkzZzhy5Eiulz09LGdk6pgULlw469iBAwcQRZG6devmGl+vXj0uXLhAYmKi2z+TGjxo/mTHhn81s+0jqBt4unE1ns1r1bl35gfS0zKYMPAT6iv2u7x5wqW/j3D8p01e2RAEAUOdDuDrvX6uYrZg/W8vyLKt1D7DavehV756mdQxw8lY6N66qkTFkoxZ8hkRxQvnPdgB1ZrU4MP5H+MfdHfKpO82aq9NDh2yVZ1dv36d9957j7fffjvH6/PPP88xfvz48QwfPpxz584xZswYfvnlF7p27cr8+fMJDHT/M+h2QKtEiRIMGzaMP//8kylTptCoUSN++eUXevXqRbdu3Vi4cCGpqdo8tN9pFEXh6pHzmtk3aJChcXD9f6rbvF8Z/78pRJ/3XNTSEWM+mURKinef8RIlovh17YKstqtm2eq0G1ZeKIqCUbJkCfk64ttvZzN06Ptu2a5UqTx7d29k0MC+bukg+Pj48PHoEWz7cyUREYXcumZ+InMXxN7rQeZB8iUAqQfPamo/SJYRENAhYEAgAAF/BXQe3lZunLtC3HH175/3I9eu3WDEyI9VtSkIAtHRF5kyZbbXtka8/zpDhnu3yyzJslsl8BcvxNK9c19OnXTvcz127Ch+/fUnSpZ0r1SyQYPa/Pvvbx53hcwv5OVPRo4cSY8ePXK9lixZ4tZ1vvnmGwB69OiRdezKlSuEh4fj45O7CqBYsWJZY+4GD5I/sVqsnDt+TjP7alUMZGfL2m2q27xfmTJhBtWvC6rr5+4e/7PXFUViQCi+jbsj+LmefXs7ismMtH0nJCWjKApKugQWJw8iioJxxU+kz53q1nVKVS7NpPWTad2rrVvnGXwN9BnVj9GLPiUw1POf835H7bXJ+PHjOXHihMPX5s2bc4w3GAwMGjSI9evXc/jwYf7++28++eQTChXybL3ocRheFEXatm1L27ZtiYuLY9myZfzyyy988sknTJgwgY4dO/Lmm29mObn7kZTL8ZhTtNMR8bxq2jExh7RzchnpRg7sOcyRA8e4cO4iVqsV/wB/KlWtQI061aheu8o9I0pvNBqZMtX7hYI9UlJS+WnBMl4Z/IJXdsqVK81f23/lvXfH8tP8ZZhlKwZB55bYMICkyBitFiQXdtYBZs1aQN26Nenf/1mXrxEUFMjUKeMZOKAv06bPY9HiFaSl2RePLFy4EP2e783gQc9Trlxpl6+RX8nc9bB3vIAHw5eATetKSwIUhcTbjukQ8EPBqoAJ3C5HvHToHJHVtPkOXz4Ty7kDp7lwNJr0pFQQBApFRlCmVnkq1K9MSIR6u9feMmfOItLT1X8WEASBmbN+4u23h3jtO9/+YCj1G9Xh3WFjuHrF9QYoiqJgVSSPNlRu3EjghWdfY9PfK/Hzs6+VYY/27Vtx4MBmFi5czsyZP3HwoH1hbkEQePjhpgwa9DxPPNGhQDOLvP3JhAkTcoi4Z+KOXtT06dNZv3497dq1o3v37lnHjUYjoaH2v5eZWilGo/t6nWryIPiTyxeuYDFZNLOvcz/XIU+OHzqpus1MTGlGzu87xcWDZ7l+IQ7ZKuEb6EdUlVKUql2BEjXK3jOi9Gmp6Wyat4anRPU/f6bEVM79+i+VenknEC8GFcK3+bNYjm5Funwi7xOyIV+5irT3IBiNKJKMnC6B5JpvMf32M7oKlfFt2d7l6wWGBPLqxKF06NeZ9fPWsv3XvzA7COqFFg6lTe/2tH+uI0VK3B/6eVqS39YmquSVFitWjNdee41XX32Vbdu2MXr0aFauXEm7du3ua6dhzTBpal9AsOX2qXifTb6aQHpSKgEqRp0vRscyf8ZiVv+8lpRkxztcJUsXp9fz3Xn6hR5uaWtowYoV60hM9K622hmLFq/0OKClKApb//yH9b9vYd/eQ5w6dRZ/f38kScJisSBJsq3VO4JTJywrMmZJwiy7r6MwatRntG//MKVLl3DrvDp1ajB92hd8O/kzDh8+wb79h7h+PR5BEIiKLEr9+rWpWrXiPRPYLOD+Ir/6EgA5Q30txuw4+sYJCBgAAQWjm/7m6qkYFWZ2C1mS2LHyLzb/+DvnDjguV9MZ9NR7tBGPvvQYFe+BVtozZy3QzPaFC7Fs3/4fLVs+5NH5V+OusXTJKnbt2s/+/UeIT7gBegEdIrKTcnvlpn6jqxshjjh96hz/G/sNo8e+7dZ5gYEBDBjQhwED+nD5chz79h3i1KlzmM1mAgL8qV69CvXq1SQs7N4JbN4PVKhQgRo1anh8/rx58/jqq69o3LgxEydOzPEM4ufnZ7fNOoDJZMoac6+QX/2JyYMmP+6gRegnJjoWk9GErxuB77y4evYS22avZc/KvzGlOf6dFC4bSbPn2tH0uXb4Btzdz+falRsoY9SDRrH5Myt3eBzQUhSF1G17Sd26m4xDpzGdi8W3ZAChrUriXyUcQbT/yVAUBeXqdeSz0SiX41AkBcUsoZjc9y0ZP3yLoWZ9xPAIt86rUKsir04cyoDPX+HCifNEHz5LSmIKgiBQqFghyteqSFT54gVrk3yMaoXSly5dYtmyZSxfvpwrV67g7+9PeHi4WubvCjpfbcXVFRRNPIc5w0yACs+Asizz44zFfDt+OkYXgnsxFy7x1dipLJqzjE++fI/mj3j2gK4GW7ft0NT+/v2HkSTJ7R3jxYtWMPGL7zh1ynGZhgLIskRoaDAlSxQHReH4Ta0SW9t3GenmYsRTUlJS+eKLKUyZMs6j8w0GA/Xq1aRevZoez+FBIb/tgmhNfvQlAKKfFjm5t8hrD1SPgC8K7mzTWFQMwl0+HcsPI6dyZl/eO/WSxcru33aw+7cdPPJse556/3n8Au+OwPP58zFcuKBuYC8TQRBQFIXdu/e7HdCKjb3M6A+/YOWKdQ6DDDpBRCeI+Pr4EBVZlMJFIjhz+hwpKWl2tRY9Zeb0+Qwe8gLFIot6dH5UVDGiou7fAMOdREt/MmfOHMaPH0/Tpk2ZNm1aLlH1yMhIoqOjMZvNucoOMzW3IiMjVZiJeuRHf+Kj+dpEG0xGsyoBLVmS2Tx9NRu++QWrOe9MtevRV1j92U9sn7+B3v8bRMWmngd8veW/7XuIFLQLql0/4FmVTsLSDVyb9jPm85dzHE+PTyb94BV0wT74lg3Ft3QIfmUL4Vc6AsGShvXIYZT4BJT0DLAqKJLickaWPZTUZIyrFhHwgmfNJQw+BirUqkiFWhU9nsODQn5bm3gV0JIkiU2bNrF06VL++ecfZFmmevXqvPLKK3Tp0sUjUa97ieCoQuj9fTXL1FK/P4kNNTqJmIwmhvUfxdY/trt97pXYOAb2foOh7w5m0DD3OxWowd696rUdtkd6eganT5+jSpXcN01ZljlzJprExGQEQaBkyShEQeT1IaP4fd1mO9bsk5SUQlLSCUqXKUmGVf3sjsWLV/L55+8REhKsuu0CsuOoJv3eSIG/F8jvvgTAv4J7mkHukuFCSYUBAauiILn40dOp1JXqwOY9THt1ksNSAGf8uXAjx/89woifPqKQFwKwnrJv3yFN7QuCwAEHJXcACQlJRJ+7gNVqJTAokEqVyrF0yWreffsTkpKct2rPzMAyG62kREeTkJpMWqq6wSwAi8XCT/N+5q13XlPVbgH20MafzJgxg0mTJtGyZUumTp1qt9167dq1OXv2LAcOHKBRo0Y53tu3bx+lS5cmLCzMq3moQX73J5GlI9Eb9Fgt2qwiZI2WtAYfFdYm6UbmDJzEyb/dvy/fuHCVac+O5Yn3+/Dwy495PRdPOHLwOJ01DGiZElNJvXSDoOK5M5wUSUK+EouSngqiiFi4GFKGRMzb35D29z6ndqUUM+mHrpF+6BpwBoBiLUPRp8eq/jOY//wd/2deRvC9d7I98yf5a23i0d0lOjqan3/+mZUrV3Ljxg2CgoJ46qmneOqpp6hevbrac7xriDqRotVLc2nPKU3smzXYBwkIDSQoIsQrG5Ik8Wb/d9n2h3cdEyePn47eoKf/kL5e2fGECxfVv8neTlLyrcVERoaRJUtWsmjRCvbuPZSrc5Wfjw+y5NlDwoXzMehFXZ6C7+6SlpbOunWb6d27q6p2C8iJDMh2/MP9uguiJg+KLwEIrJ1b10ZNUl1MpfcF0l0sPSxc3vtsiyN/H2Tq4AlYvWgxf+XsJb549mPeW/YZIYXvbAnanfAlybcFpg4dPMrMmQvYsvlvzp27kOM9vV7nsS9JuJGIQaduB7NMVq34vSCgdQfQwp9Mnz6dr776itatWzN58mS7ou8AXbt2ZeXKlfzwww85AlobNmwgNjaW119/3YtZeM+D4k98fH0oU7k0Z45o02jE6mUZsj2KRBbGP8C7LFur2coPL0/g1D9HPLahKAqrxs5H1Oto+UJHr+bjCZdjr+CDttqy5uR0uBnQUowZmP/aiPmvP7CePQmmnKWZkqTDJ1HAEmTAnOpOxYmCLjXWg9ZyLlhOS8VycDc+jVqob7yALPLb2sTtJ5u+ffuye/duAOrUqcNbb71Fp06dcqUm5xfKt62rWUDLKKgf0CpZq7zXNn6YMt/rYFYmX3/2HQ2a1KVuo1qq2MtO9LkLHDxwlPj4RAQBikUWpW69mkRGFkWWtf9K6vW2r88PPyziww/HEx+faHecQfR8AZKJKAiaBLX27j1YENDSGBkB2U70wN6xB4kHzZeENq2GLsgfKVV9cfFUQcDsouitiIAexaUM4eJe+pOU+GRmvvmNV8GsTK5GX2Huu9MYOutdr23dTlpaOgf3H+Hs2fNYLBb8/f2pVr0S1apXvqO+5MKFGIYOeZ8//nDcEcwbXyJq0L0sk1MnzpCWlk5g4IPZAv1OobY/WbBgAV999RWFCxemffv2rFu3Lsf7gYGBtGvXDoBmzZrRpUsX1qxZw+DBg2nbti0xMTHMnTuXihUr8uKLdycjHx48f9K4TWPNAloWN7qdukq12lW8trHx21+8CmZlZ9XY+ZRrWIWSNcupYi8TRVGwXLiE+dgZpORUEEBftDC+NSqhLxyOJMk3M2S1e/4T9ToURcH0+wqMi2ejpKc5HKvTSQREQECEFXOaSEK0L1Zj3oEtg7+Mhu4E6cwJKAhoaUp+W5u4HdDatWsXer2e1q1bU7FiRS5evMiMGTOcniMIAkOHDvV4kneTWr0fYcfXK5BUeCDPjoSCUYMMrWqP1PXq/DMnzzF14ix1JoOt/O79Nz5hxZYFqtT9R5+7wOxZC1m8YDnXr8fbHVOufGl8RD0C2mkBAISFhvDEE8+zceNWh2N0gqhadxVRENAJotcivtk5fPi4arYKKMAdHjRfogv0p8iTrbgyb73qtq+4qeVnIO+S96DCoUTVKOPxnAAWjJ5N8vUkr2xkZ/8fu9mxchtNu3nXxQlsZXKrV/7OD7MWsvPfvXYDV76+PlStVglREJE1yFrIpEzZkixZvJI3hn6QK7s3O956Ei07fcmyzInjp6nfoLZm1yhAfQ4dspVuXb9+nffeey/X+yVKlMgKaIGtNXvlypVZvnw5Y8aMISwsjK5du/Lmm2/e1VK+B82fdH6uE0u+W+r1ZuntSIqMBfUDWs3aeKepG3P4HJumrVZpNiBbJRaNmMZbv41H1HkfmTFHx5C06FdSft2M7KAhlaFsSXqHBJGeZCYEjcrpRIGAYB2pY4ZjPeK8jPB2fAJlilbLIDnWh9Srztdren9tN3qk89oEawvIv3iUe261Wtm4cSN//PEHigutnu9npxFYJJRaz7Rm/7yNqtpNEWTVA/SiXkejng97ZeOHqfOxuCCy6A7RZy7w++o/eKJXZ49tmEwmPh/7DVMnz0aSnDvbc2dtJRqBBj9MkgWLillNAoAgEBQYwCOPdOfatRtOx4oqLyBEQfBGbzEXzhZPBaiHloHV+5kHyZcAFH/lca4u3aJqx0MjAtdE9wJaIuTZYbduz1ZeaWjFnbvMrjXqZPpmZ823v3gd0Ppv5z6GDH6H06edC+iaTGYO7D+Cv94HSZYwSRZNvsubNv7FtClznY4R8D4gpfW+a1pqusZXKADU9Sfjx49n/PjxLo83GAwMGjSIQYMGqTgLdXiQ/EnREkVp92RbNixVd22SIauv12rwMdDpyfZe2dg0bZXTrq2ecPn4BQ5v3E3tjo09tiFnGLnx9RySFqyGPLJ5LdEx9AZMQSlEmxSuWNTPHtSHG7j01kBCTZ5tJAkihJYyI+gVUi45FvB385HDbRSj+pnsBeQmP61N3H5aHTfOs65o9zOt3u3N2c37Sb54TRV76cgkIOGjcvFxmi/4h3ie7p+UmMzvq/5QcUa3WDJ3ea6AlsVi4cjhE1y+EgcKhIeHUrNWNYKCcu7yXbx4iad69Of4MfdKPwVBwE/vg16WvBJVz1xIZF9MZKQb8+z8KKqYnZU1F5WztAwGbTuvFZD/OomoxYPoS/zLRlL63WeIHj1PFXsKcNqgR3bzPiMgIKI4/AzKKPhFeqdVtWXBBpcWle5y+Uwsx/45TLVmOTusXr4cx5GjJ0hPy8DH14dKFctRoULZXOd/OWEan4/92u1SQp2ow18QMUkWVe6/ws3wkigInDh+Ok9foYYv0bbQBQwqNREowDEF/sQ+D6I/GfTRQPZs3cuNOMcbq+6QIZlJkYz46tR9LtT7GwjwohQ5+WoihzfsUnFGt9g+f0OugJbZbObY0VPEXb4KQKGIMKrVqJKrnNpy4RKXBn+IJdq9Lri+IlTxTyVCb+ZYRoiKJV4K9SIvEGryvqIoJMqC1SiSEW//s6CBa8+Jm1nnBbhPfvMlbj99dO/eXYt53NP4BPrx+JTXWPrMOCzp3nU8tKBwWbBgFUCHgk6lG5lJkYhOTuLkgZNUrVfVIxs7/96dZ5DGU/bvPkRiQhL+AX4s/2UtP85bwu5d+zGZcgaaRFGkatWKPPNsD/o83wuj0chjHZ7h4gXPhXn1og5/vY9HQS3xtkBWJq4sLtTOzspuV60srfLlvSspKiBvZAG7AQd7YowPEg+iLwEoPuAxkv89Rvy6/7y2dVGnI8nDrVJnHz8jMsf/PkSrFzp5NjFsnQ214uCWPVRrVpOjR08y/ft5rFi5jsuX43KNCw8P49H2DzNo0PO0avkQ4z77hgnjp3h8XUEQ8NUZPA5qCXZ+665sfKi23FEU0LDssGy5UprZLsBGgT+xz4PoT4JCgxg15R3e6/MBZpN3mVVWReKaJQUJGb2oQ6eSQJKkyFy5fp0TR09TpXruruCucOKvg0gW9csgAc78exRzhgkJhZW/rGXh/GUc2HcY822VKqIoUq16ZXo/243ez3YnIDWdmOdHIF31PJhY2GCmppDEofRQB93m3KNiVCqlQtSTxwkrZcKUokO25P4sSCZtbzi6yBKa2i8g//kSDSXd8hdR9SrSY95IfII9TxG1oHDxZjALwISsSvtsSVGIlTNQgJMHPBewP3pAWz2lebMWU7vGIwwa8Bbb//4vVzALbDocR4+e5MMPxlOtcjM6tevtVTArE72oc2vXSRAEdKL9hYa9RYm9MVrplQiCKzNwjXr1auY9qACvUey8CngwEUSRKtOHEfFYE6/sXNTpuKhXP8PSjIwZhQsHPdewyEjN4Oq5yyrOKien956g7/NDqF23Nd9Nm2s3mAWQkJDIkqWraNP2SerVbetVMCuTzKCWu3dhe+O19BP2kDW88xQtVoTIqGKa2S/gFgX+pIBMaj1Ui49/GI1fgOeaTBZZ4rI5Eelmbka61aRKdq2iKKRbbZvkh/cf9dhOzCHt9JRkSWbp90toVLsdw4a8z66d+3IFs8C2Njly+DgfvTeeRjVbc/i5N70KZmUSrrdQ3td76Q+DTqZaKfvaXZ4i6iGkuP1AqTld2wwqXfnKmtovwEZ+8iVuZ2i1bdvW6fuiKBIcHEzVqlXp0aMHDRs29Hhy9xqlmlSl3++f8/vImVz8x72bczIScYI1R+RTBjKQ8Ud0++E4E0lRuCinYbwp4njuRLRHdgDOnTnv8bmu8L/PviHVYsx74E1MRhMXL15S7fo+Oj1WWcpzZ10QBKfZVa4sQLReowiCoMoDR5s2BV1ECrg7PMi+RPQ1UGXWCC7PXkf0Zz+huKGpZQZO6w0keJmSb+/uYUYm/eaiJvlqAmkJKQSGB7tt+2r0ZU3KDTM5uvsoSy67V4Jy7vR51bJmbUEtPUbJNb1JR/5dqyxeR9iE7bVZiDzcupkmdgsowBUeZH/SoFV9vvt9KpPe+pIju9zrAphizeCGNS3H5rqMQppkIlDn63HAXVYU0iVTVhD9xLHTHtkBuHpWu80RgO8+n851c4LL459ET/A118fnRQmfDK5bfUiSPG+cVbJIGgad+j7Xv5CVpBgFRcr5OVAkAXOaiE+gBgVqgoi+Vn317RaQr3E7oBUb61q2zNGjR1mxYgUDBw5k2LBhbk/sXiW0VBGeWjSKT3u8TdruaIoIjkXzFBTSkEkQJNIF+zcaGZumli8iejeDWmmKlUtyOtllao1pngvpmYzalBtmosaOtrf46gxZO0aOcBrMcnFOWsw9t33vnNfDDzelShXPUsALcJ38VqeuFg+6LxEEgeIvd8ZYMYpfnx1DTVmHn5P7hgm4otNzWadD8jIQotymn6WgkHEzMyvHNdOMHgW0zEb1hYVz4Oatz1dnUD14pBN16FzZIHHwN7Un8m7L2Lr9HCXbf99u070cb1lRkBVFk0Bav/5Pq26zgNwU+BP7POj+pES54kxc9gV9OvTn4pHzBOicrE0UhXTZTLI1A6NiPygvKTIpViMBOh/0bpa1W2SJDMmc4+6U7sXaxOplOWVeiG4UKwULAs8Fhah6fUGAcr5p7E/3PKBVtEhKTpuFghBDAxGC/RF8bEt9xSKhpKQjJ6ajxKfYM5MLUQT/cCvp13Nng6ddM+ATqP660VCvMboikarbLSAn+c2XuB3Q2rRpk9P3ZVkmISGBffv2MXv2bGbMmEHDhg1p2bKlx5O81xAEAV35Imz7bzeB6AgXfAjHgA8iIaIPCgJGwbZAkFx4blSwaZboAB/EPHW10hUr8YqZZDuOSKf3XJTVz1+jNrI3cWfHXo2OTvbQiaLTFux3esf8bjJ8+OC7PYUHAluduv3jDzIFvsRGQLko/tRL/K1IRCkCxRSRcEUgEJFA9KSLAqmCSKogqJb6KQMItp14MwomB8VoOoNn2Tw+fp4/mLuCu/pVBp02YuV6UYckOZ6L842NW+/pBNGJz7Mdyyw1v32MotiWjbIiI7vgY62yhI/Kv4+HmjWkUeN6qtoswD4F/sQ+Bf7EloUWUbYI2/fuwSDo8Bd98BUN6AQREREJGbNsxShbXCo/Vm5mahlkHT6iPs/AllWWMMlWrEpuvSu9F2sTwz3kTzoHBOEnqq/WE6q3EihaSZPd+z0pKBwSUnkiQAZBQFeqMLqSEQj+DgKahW3BOMVoRoq5gXTxGsjOPws+gZLdgFZ6vJ7gKDN6XxUzwwQB367PqGevAIfkN1/i9h2mRIm8hdpKlSpF7dq16dChA4899hiLFi3KV04DoGwlm5h2GhJpSgYx2HYfCiv+ROoCnZ3qEAlbCaIA6BAQufXIKysK1xUTGYqE2Un8tHjZKI+uDVChcjk2ssXj8/PCYsfJOULLDCeDqMNkZxHiShDtTuqdOMNb7bVnn+3Bo48+os5kCnCKgmC3i40aIqD3MwW+xEaRkkXw8fPBbDRzUVC4eLN8XAQa4Ideg3tOOjJpKFid3Ed8A/0ILhLmkf3ICiUQdSKyk2CPNyRa010eqxNEzTYqvBFOzixtF/PQ0XLUmCS7HQEQBR2KoiDlEdiSFBlJltGptCjz9/fjqyljVbFVQN4U+BP7FPgTGxUqlQNsz9sWKQMk29pEJ+jQC55tUNhsSYiSrcu2Llsji8x7jqTIToNkZcqX9OjaAMUqleT41gMen58XSbLrUiht/D3v1pgXRQwm0kyuL8szkNhNGv6BRgwh/uirl0J0UedZ8PNBXzEKMSoc69GLKMmOfaohwIEfVwQSz/tSuLLrv7+88Gn3OIbqdVSzV4Bj8psv0VQUPjIykrZt23Lw4EEtL3NXqFrLvmBdgmx0aZfUGQpgzdo5t72uKSaSFIvTYBZApVqVPL5ujTrVPD43LxRFwSyp133DGxwtbtQMVqkh9u/Uvhfmq1SpwMSJH6s2lwKcY0908X4XX7zT5GdfotPpKFu9XK7jMnAN9UstJBSSkZ0GswBKVC+L6GHQw9ffl6gK2nUpije7LqKrVuDGHs70FvPalDGIOReGjmy745cEQUAv6vLMpLDIVtU0zj774gPKVyiriq0C8qbAn3hPfvYntepUt3tcUiSvv/MyChZFwihbyJDMZEhmjLIFiyLlmfFVs7bn64tStcp7fG5eyIpCouRaQEYHVDSo34glE4uQbrfy5nbMyJwgg3UkckkwU69CIIaGFV0OZmVHDPTD0KACYtFQx2OcaHOZUvSkXFHnd6IrU4GAvgWVI3eK/OZLtMnDz0bx4sVJTEz8f3v3HR9FtcUB/DezLZseSCOB0EIoIYHQpHekV2nSQQRUQER5iAUFG0q3gahIEaRIR0QQFAWVTuidUEInvW2Zue+PkJCQ3c2WmSS7OV8/eR/ZnTlz82RzMmfuPVfuyxS5qAaR8C3jg6SE5HyvC2C4J6ajnMJTsmsZmIhUK37Iubm7oVaD/EkjIf4hHly/C8FghNrdDSERFeDuY3oG2TMtGsDD0x3padY//baWTjDYVOSRcyaUl4cHWjdtjn37/kVGxpN1/VJe09GipiXZS0zsi1+9elX88stq+PmZT16ElESumksAoFH7Z3Dx2IUCr99EFsoyFdQSbaEOAMkQwKz4UVe9eVS+P4tZOugvxUFMSQM4QBkcAFWl8uDMFIzqdmiI+Is3pRhyATeyEqw+lpfw/ztTOnZog/OXLiMu7qbVN4xqXmlxXIVtTFIYnuOg4hUwiKZnRTMAOsEIjUJpd97jOA4zP5mGwcP62j1OQoqLq+aTxs0awtPTA2lpBYv+AhOg5GS/7SvA28cLUTH5C22G+Lsw3LgDJgjg3bVQV6sEhZfpe5PqrepAqVHBqLNuEw5b3DGmWL37a3mlEhoZ80mlsp7YUCkQDw9egr+OQzDnBk9OCRWngA4MSTDiEQyIhz63nU2tCloM6FwenMKB2cI8D2VkRRiM16zurZVXSrwaHA94Btr/30dRsSo835kNTsYZcMS1yf6TLS0tDW5u8vZmKg5qjRpdB3TCqkVrC7z3SMyCN6eBB+941ZoxhkdillU/btv0ag0PLw9cPnwef6/ahXN/n0Tao4LbuAZUDEJM58ZoMbgDylYIzH3dw8Md3ft1xpofNjg87qelGexvCCk1nU6PbVtWgjGGy5ev4Vb8Hfz66x4sXPitpNeRq/ludJ1auHb9JhISkmw6b+jQfvjss3fh60vFrKLkauvUi4ur5hIAaDewA9YsWA2jPv8sVgHAFWSiBnOXpOCeCdHsBiV58UoFmj7fDkJyKlI3/YbU7Xuhv3QNeGoJIeeuhVu9SHj37QKPNo3B5dl5sc3gZ/Hr4s2SLzt8pE/DQ0Oa1cfL/TFr3aopNm9djpSUVJw9exHp6RkYMuRlJCYmmzxewfEWZ41lLx90fNQ5s7WMZotaDFmCAW1aNsV//xyxKXZo+XKYu3Am2rR3reVazoDyiTRcNZ94eLqjd/9uWLm04L2JABE8E2Uv8j+t94BucNO6IeNQLJLX7ED6v8chJj11b8JxUIWFwKtTC/gM6ApVuYDctzx8PRHTrQkOb/hL8rFd1D2y+litzP+/qUQR3679AowxXLtyHffvPsS/v/6DX1fsMD0eNY9JPctBpXR8XBzPQVWrAvT/XQCM+XOGoC/shwuH5JsaKMJrwN14FSzD+hnUAKDu0B3uQ1+iYlYRc7VcIvtPtX/++QeVKxdcTuEKBozuC09v008UbggpyGSOLbFjjOER0xW6zBAAVGolWndugbn9pmNev+k4vHm/yWIWADy4fg+7Fm/B9FYT8NPb3yIr/cl021EvD4G7h7Q/VPRC9vTkkkKlyq7jchyHatWqoE3rZlYvrbFlyra5xvOOen/GFBw9uhuvvDIKvr6Wd1vhOA7t2rXA9u0/YsmSOVTMKgYMT3YTyfvlrNN6i4sr5xJff190GtLF5HtJMOIashxeLqKDiARY18ewUe8WELf/juvtB+PRnG+hP3+lQDELAFhGJjL3H8G9STNxo9sLyDz0pM9JmRB/tOjfzqExmxKbekvymI5QPs4n3t5eaNy4PurXjzZbzAKyezhaIuVMYb6QmV5NmjbAll9/xLfLFqB+w8L7lgQGBWDy/17Gvn+3UTGrmFA+kYYr55OxE0bA3cP08jMDM8q6guBpbloNBj/bAjcGTMKt4VOR+uu+gsUsAGAMhuvxSPhmDa51GI77Hy+GmPnk3qTdy72g1Ei73O+BMR13jNbPSBJk/v+NU2bnBo7jUCW8Eho3bwClhdv0IW38Eegj3f8nnEYFZbWQAq8bMqzrveYzdiy85y2DpmMvQFtIL2mOhzLmGXi+Px8eY16nYlYxcLVcItsMreTkZHz22We4du2aS22Nm1dAsD9eff8VfDT5swLvCWC4ZkxGeYUnvHnz2+eaIzARj0Qdsqy8AWnXrhl+GDcPBhu2S2ciw9+rduPMnycw9ps3UKF2ZYSGhWDyu6/gwzdn2zxmk9dgDAk626ewMsZkW3ZYuXJYgdcy8yTOnCbC2c12udxN00XGcneUsoYcW6R36twW7Tu0AgDMmfMeZs78H3bv3odjx07i9OnzSE1Nh0qlROXKYYiJiULr1k1RlfqbFCtza9KdNWkUtdKQSwBgyNShOLr3MO7E3Snw3j3oYQRDFaa1q0l8BkQkWrnUMCjQG81vnkPCrwWXQFpivHkHt1+YCp9hfVD2jRfBcRz6vz0Mp/86jkfxD20esylXMh7gli7RpnPkvnmrUqVivj/nzSUahRJqXgWVQvF4J8Ps/wDZTZQF6AUh3/JxzsaeWdZQcDxEM7uOzfrsXQBAj96d0KN3J5w9cwH/HjiMkyfO4NbNOxCZCB8fb9SOqoGY+tFo2boJVDL2kCGFo3zimNKQTyqEheLN6a9h+tSPTb5vYAaoYHnZs1Q+7doOhokfgOltWI4miEhauRnp+w4h5Mvp0FSrhMCqIeg0uT+2f7JKknEZmYj/Mm7YdM5twSjbygsAUIUV3NRL//iezg08QqCGD5TwhhKebjw61vGVfAx8sB9w5Q6QZ7a4Lq3wgpZ3l+bwaFQbAOA+ehK0g8fAEHsYwpULEG5cBcvKBBRK8MGhUFaNgLJ2fSiC7N/EjDjO1XKJzQWtYcOGWXyfMYakpCRcu3YNRqMR1apVw9ChQ+0eYEnXbUBnnDh4Er+s3VngPREMN4RU+Ih6BCvcobJihxHGGDKYEYlMZ8W8rGy1wivj0q5jNo78iYT4B1jw/Ay8uno6wqKqYOCI53Di8Cls31Dwe7JVoi7NbB+P4lInpnaB13Q6HVS8AryJJr2PN00H//hla3aSymEUBah4hSQ3KX5lfLHg8/y7Sbm7a9GzZyf07NnJ4fhEHq42rVcqlEvy02jd8PpX/8P0gW8jI7VgH8NHMCAVRlRiWpSBdb2PjGBIgoAsK5YZAoCnmscAr0wYTtv2i34uxpC8fAPElDQEzHwNWk8tXvrqdcwePAO6dMd2QnqkT8Oh5Gs2n2fLluz2qBMTme/PGo0a7koNPFQas83ZFeABKOGmYDCIArIEPUQmz95COf24ns5Xr70+DjEx+fuk1YqsjlqR1WUYBZEK5RPTKJ/kN+yFAThy8Bi2bjT9e7yBGcEzHkpOmt9PTZkSXRNV/zxk9w2y4cZt3Bz2P1RY/ik0EZXR+sWuuHHiEk7+esihcTHGcDDjJlJF21aOpDOGeMGICkp5ivqaWgU39VJnGdEAXgiCGnyeDFE72g1KlfT/3TiegyK0LIRr9wBkLzfMSrJ876oo64uQGS/lj6N1h7pxK6BxK8nHSKTharnE5oLWoUPW/SBRq9Xo3bs3pk6dCq3W9p0XnMm02W+A53ls+8n0OudkpkOyUQdvTg0fXgMtp4Q6T3FLZAx6iNAxAWnMAMGGH/+RkRHQXbjr8PeQmZqBr0fNwru758HD1xMffzEdSpUCm9f8Ylc8BobErDSkG+27iWGQr/dJ67bN8v150Vc/4Oc126AoZClIDo7joOQUEBkz258kL6MoQsmb383KGp6eHli7bgnKlQuyOwYhJQnlkoKqRoXjvVUf4MPh7yM1seDMVj0YLiIDGnAIZNlPa92hgCJnC3UwGAEYwJABEVlgVv8gVWmUGFHdA9zV6w5/H6mbfoOqcgX4jeqHKnWr4fUV72DhqFlIT7a+91VeD/Sp2PvoPAwmZhoVRhAF2Wb8VqtWBaGhT54yX7tyHW+88i58NNYtn+A4DmqFEipegSxBD6NMxTf+qVlafft1x9vvTJLlWoQUB8on+XEch/mLPgbPK7D5Z9O/x4sQoWcieMaD53jwkG6G6IiG0Wh17bbDccSkFMSPm46KWxdD4emBoZ9PxOrJX+P4tn/siicwEQczbuG6Icmu8w/rsmQraLk3rZf774wxHFu0HdhxGuVQcJVPSGX5Zsryfp65Ba20BypY+iWC9/JApaXvQ1mW2pmQ4mVzQWvFihUW3+d5Hp6enqhSpQrUarXdA3MmCoUCb82ZgvpN62Leu18ixdT6cAApTI+Ux72keHDgwcE/uCxad2yJPT/vgS7T+qcFCqUCfUf3wdVfjyJLoiUVKQ+SsO69pRi5cCIUCgU+WjgdTVo0wsfvzEVyounvyZRqNariVuJ93Lpi/zITBgbGpN/tsEwZP/Tuk92rhjGGVye8jeXLCjbPtEbOTlJG0XIJkoE5VNQKCwvFshVfoH6DwnuckJInZ526qddLM8olpkXUjcCC377Aomlf4ciewyaP0YHhJnS4CR0AQMWyb0Sadm0G4U4K7h2/ZNM1Q2tWxMA2ETCuWO/w+HMkfrUCHq2fgbpKGMLr18DMXfOw4q1vELvnqNUxFColKrasiZUrv7V7Z1eGxzNlFdJ3WBj14qDcfz95/AyG93sJSRb6Z5nDcRy0Sg0MohFZgvQ7eeVkHY7jMO6l4fjk03es7htJShbKJ6ZRPilIqVRi4TefoFnLZ/DBO7ORkmK6/YcI8UnP18d/kcpXCEHb9i2wee0O6LJ0Vl9TpVbh1VeGot1v+61smFI4450HePDptwj+YBIUKiWGfjERES2isOWDlcgyMZvZnPK1K2PLtWOIS7Zt2Xpem9PT0MfDy+7zzVEE+cOjTRMAABNF7H7tG1zYeMDs8f7B8u3pxnllF3oNmTzS7pkvnKkrlkOFr6ZBW6uKbGMh8nG1XGLzJ6JRo0ZyjMMldOzTAQ1bNsCmFVuxZdV2PLhrvqBTvkp59BraHT0GdYWHpzv6jXkO6xatxx+b/0RWhvlZTUqVEs07N0P/l/vh4t4TOHLrgaTfw+Et+9FmVBdUqhMOAOjWtxOatWmM9Ss3Y93KTbhzy/xssKiYSAwc+Ry69H4WE16ZhotXrko6NimMe3k4NJrspx3T3/3U7mJWjpydpApbVsmQvbQkb38ua2KPHPU8Zn44FV5eng6NkxSfnEaLpl4vzSiXmFcmuCze/mE6ju49gh3Lt+PEvuMQRdN/Y1QaFZp0aYauI7sjom4ERFHEwfV/Yt8Pv+L2ectLBwOrlEOLoR3RtFcz3OxoecmOrZhOj0cLlqLc5+8DAPyCyuDV76fh9L4T2LtyJ2L3HgMz8z1pvdzR9LlWaDu0E1KFLLy/colDY9EJRiglWvqdIzDQH88P7gMAuH7tJkb0f9muYlZeKl4JxgCdKG1Ri+M4lK8QgsXfzEbLVk0kjU2KFuUT0yifmNd/cC+0atcMK5euxZofN+LBPfP3JtWqV8WQkf0xYHAvaN21GDluML79fDl+2bwLWZnmC1tqjRqderTDmAnDUWbn30i4nyDp95Dy8074DesFTbVKAIBn+rdBrTYx+GfV7/hvzV4k3zV/vUr1I9Bs6LOo260JzoyajAvxdi6pB3DVaMC/WZlo4ibt7D7f4X1ym8Lvm77SYjFLoQS0nvI9kOCUCogKBRLj1DDVeJNxHPyHd0fQlGHgta63U2hp4Wq5RL4SbylVxt8PL0wejuETh+DKuSs4f/Iirl+5CYPeAI2bGpUjKqFGdHVUqV4p3y/XIZVCMOnTV/Hi26Nx9K9juHTqEq5fvA5dlh5qtQrlq5RHtehwxDSPgV+AH0RBxPej58jyPfy1clduQQsA/Mr6YsykERg9cRiuXorDmdjzuH71BgwGI9w9tKhWoyoi69REudAny+FatmyMn1ZvdGgcIhh4CWdpRdaugUmvjwUA/LXvX3yx8DtJ4ha2PXpe2c2Asxv1Zjedz//9sceN5AUmolZkBOYv/ECSMZLiw2DydwKnfQpCik79tg1Qv20DJN5PxOXYS7h6+gpSE1PA8Tz8Av1QNSoc4dHh8PB5UvDmeR5NBrRFkwFtcT32Mq4dvYibp68i5UEywBg8y3ijfO3KqBRTDVUaVAfHcUhevQUsI1Py8WfsOwjjnftQlgvMfa12q7qo3aou0pJScf3UVdw4cw1pSWngFTzKBJdFxagqqFCzElSPd7QKZgyhocGIj7d/ab3IROgFIzQSLhWZM38GvL29wBjDlAnTkZiQJElctUIJIxMk7/31xZcfUzHLBVA+IfYICg7AG2+Nx6tTxuLc6Ys4eeIMrl29AYPeAHd3LSJqVEVU3UhUq55/tk2V8Er45PP3MHXGJBz48yDOnDyHKxfjkJWlg1qtQtWIyqhdpwaatmqMMmV9wfQGXP35bVm+h6SftiNo+vjcP3sF+KLjpL7oMKEP7l66hVunruLRjXsQDAI0Hm4oVyMM5aOqwDe4TO45zVo0wi9bdzk0jjnJCViuLgdPiWa5aqKqw3doLwBA3N4TOLV8t8XjeV7+JkeJ191gyMh7bwLoGI80owqKOjURNX2M7GMg8nK1XEIFLZkolQpUj4pA9agIm87z8PZAy24t0LKb5S2xLx08i6Q7jxwZollHt/+DwZ+MgUKV/68Hz/MIr14F4dULn17ap283THvzQySZWX5pLamKWt4+Xvjmu7lQqVQwGo2YMP4tMAl3v+LNNN41xygK2b1dHp8LPP7hkud8N3ry4RJcbVovKXp+gX5o2KERGnawbRZCxTrhqJjn4YQ5qb/8Ye/QLBNEpP76J/xG9S/wlqevFyJb1EFkC8tLqTmOw+gXhmDGTMce4OgEA5Q8b3WvREuGjxyAbj2eBQD8tPxnHP7X/k1ZTHFTqJButH6ZjzVod0LXQPmEOEKlUiE6JhLRT21mURhfPx907f0suvZ+1uJx6QeOQUhwbKaqOam//InAd18pcD/AK3iE1AhDSI2CO5g/rW//Hvjw/XnISLd+qeLT7gkCZicl4D2/sg7veMj7eiNo1hRwCgUEnQF7p35f6DlGI4MoMlkLW2fjfaAwCOA4BpFxMDAeOduWBLhw77nSxNVyCTVRcFJxJy7LFtuQpcfti7cciqHVumH0i0MAAByyiz0Kjs/94jnO6qbv2f207P+I+fh64+dNSxFZO3v3pu3bdiPumv1Tjs1RWLEFMmMMoijmFrOA7E0BRFbwewyrECr5GAkhJC9mMEJ//ops8XWnLzocY8yLQ+Dl5QkVr4SHyg1+Gk+UdfNGGTcveKvd4aZQw5qMkm7QQXBw193nB/XG3AUzc//8/aIfHYpnCs9l7z4mpfLlQySNRwghT8s6dUG22GJKGgxx8Q7F8PbxwuChz0ELBWrx3uioDMbzqjAMVoWhjyoUzyjKIJgr/GHynqwMfJqcAMGBexPezwch330MdeUKAICL2/5D+t3C+3sxEUh6KN/u8RmJAox6QMcUyBKV0DMF8u7Bqw0tK9u1CbEXzdByUvHn4mSNf+tsHCpEVrL7/LNnLuDenQfQKFUWi1HZxRzR4swmhuyiloLjbC4dN23WEF8umoXKVSrmvrbshzW2BbFS9lOj7Gb2T2OM2VyYq1cvWrrBkWIj9Tr1uLg4bNu2DQcOHMDNmzeRnp6OkJAQNG3aFGPGjEFgYGC+441GI5YuXYoNGzYgPj4evr6+aNeuHSZNmgQ/Pz87R0FchT7uFpjOtu3LbYrvYLFMp9Pj91/+RERwGB7eMz8rWWQMGYYspOjTLfY0TDfooFGo4KZSmfxZbY6npwfemzkFo0YPyp0h8N+BI7h6Oc76IDZQ8QoYBWluWrx9vFC5SuGzF0jJ52p9T4hr0V2Qt3eu7vxVqCuXt/v8xFNx6JzshVraaKgsPAS5KWbgb+MD/Cc8MvvZ+iUjHfFGI94q448QG2f+apvEIHDma1DladVyZrX1M6Uf3jGiTKA8t/DJty33cPSLrizLdUnRcrVcQgUtJ5WRYv90WWtkpqTbdZ5er8fsWV/iiwXfwWg0Fnp89lI9RXbfqEJ2C/x0znRkpGdi6XercfOG5ac0taNqYtzLwzFoyHP5picLgoD//j1i7bdjM57jYWTZ28Q7uqSxFfU7cQkMpuuw9v7t+Pnnn7Fq1Sq0adMGnTt3hpubG06cOIHVq1dj69at+Omnn1C1atXc46dNm4atW7eiTZs2eOGFF3Dr1i0sX74cx44dw9q1a+Hu7m7nSIgrEFPTZI0vpNqXSwAg9thpTJ3wPi5ZcZPEcxw81Vp4qNyQok9Hks78dcOrV8HnCz7EkkUrsOu3PyFYKBx5eLijb//ueO31cQirmP9G6uAB+XKJNTN+rdW0WSPJdwwmxUPqfEKIlEQ77x2sJdiZr4QsPc589jMufrMDEJnFYhYAVODdMUhdES3FAKzUX0c8M91j8oRehwdvjUPtdB2S1+2AYKHhPgBoIqvBd2hvePVol+91Y5Ye945b//Dn6lk9IurI05bk7mnLy939m9aS5bqkaLlaLqGCVhHKyszClTNXEHfhOrIys6BUKVG+SnlERFWDl69t28DyCnlXi3J2xE9KTMbAvi/iyOETNp/Lcxw4XgHBzGytmR9MxZix2btwTZz0Iv7e9x+OHDmBkyfOICEhCTzPIyg4AHVjaqNxkwaoV9/07Kbz5y4jM9P8LpKO4sCZ3Y0sr8J+YMTUrY1GDWOkGRQpVowzs07dzvvLjh07YsyYMfD29s59bcCAAahbty6mT5+Ozz//HAsXLgQA/Pvvv9i6dSvatm2LRYsW5R4fGRmJiRMnYunSpRg/fnyBa5CSL/X6fSScikPm3UQADJoy3igTVRHeVcuBs6FZrS3H2oNT2Ld0bv2qzXh78kcWi00mr8dx8NF4QqNQ40FGEsSnftrWrFENv+5YjZCQYLRq3RS3bt3Bn3v3I/bEGVy5EpfbJLlmrQjUiamNdu1bwNvbdH4+FXvWru/N2u+DB1dg/PYYPnKABCMiJYHU+YSQzIxMnD91EVcvxiErUwe1RoWKVcNQM7o6vLxt3GFb9nsT2/OJ7mEK/h70KZJOxdl8bnneHVM01bHScB1HhfzLATmOwwez3sJzw/oCAPxeHIjMgyeQdeoCdOcuQ0xOBTgeyqCy0ERWg1v92nCrVc3kdR6euwHRaH2ui79qQHKCAJ8y0i5Nz0oRcO+8+RnbZRpGwKdmBUmvSYqHq+USKmjJTBRFHPrjMLYu34bD+45AFEwXO2rG1ED3Yd3QpkdrqDXqQuP6hfhLPdR8yoYG2HR8enoG+vUehePHTtl9TY7joAAP4ElRy9+/LOYvnImevTrnHsfzPFq1aYpWbZrafI2bNx1bf18YqR6CvzrxRWkCkWIn9bTeqKgok6937doV06dPx4ULT3pYbNmyBQAwcuTIfMd27NgRoaGh2LJlCxW0nEjGnQRcWrkXl9fse1zIKkjt64HKzzVDxPD28AkvvG9S3h0I5aAsZ1suAYDN637BtEkfODTL1U2pRqCHH+6lJ+SWhAYO6IXPF36IMmWeLLUtX74chgzrhyHD+tl8jfibd+wenzVs2WjEnIjqVdGuQ0uJRkSKm6stEyHFQxRF/LXrANYt24RDfx8x+SCW4zjUaRiFfsN7oX23NlCpC99YQlUuANLvl/uErfnEkJKBvwZ8guSz9vfNVXI8hqkqwcgYYsUkANm7Rs5eMAPPdmqTexynVMC9WX24N6tv8zVSb1me2WXK4b0ZaN/XtskQhbn4e7rFJ+7VxnaR9Hqk+LhaLqGCloxuXr2F2ZPn4MyRwp/injt+HueOn8ePC1ZjytzJiG5suX9SWFThOw06wtb477/zmUPFrBw5RS13dw2eH/Ic3nrrVZT1L1P4iVayZvaU3Aq7PWnfviWGDOlbJGMhxe/KFdPTzAMCAgr0w7Lk3r17AAB//yfF7tjYWPA8j7p16xY4PiYmBtu3b0dSUhJ8fX1tGjMpWqIg4tziHTg5dwOELMv9LfRJ6bjw/S5c/GE3qo/uiLpT+0OpNf+QRBnkD0VZPwiPCm9Gaw+NmSfS5sRdvYG3X/9Ikl1oNQoVfN28UC06HNOmTkT37pZ36LIVKwH5xBKe5/H5V5+Al3kWHiHEeVy5cBXvvfoxzsaet3gcYwwnDp3EiUMn8e385Xh/wTRE169t8RxNZDVg8+9SDjcfczOczDnx7gqHilk5FByHIeqKSFBx6DykOyZPfRm+vj4Ox83BRNvz3fULelw5o0PVSI0kY7h/QYfbJ80vNyzXqT5Cu9m20zIhRYUKWjLZu+UPzHl9HnRZtm29ffv6bUzuNwXDXhuCYZOHmj2u2jO1wHGcJL/0Py2gUjB8g60vIh3YfwjLlv4k2fU5jkPdOpGYO2+GZDFz+Ph4F36QAwr7z1HYf63AQH8sWezY9vSkZClsa9wpU6aYPG/8+PGYMGGC1dfJWWbYp0+f3Nfu3r0LPz8/qNUFCxpBQUG5x1BBq+TSJaVj38h5uH/Qtt2jmMhwfslO3N57Em1XTYFnBfNPtrUNo5G2c5+jQzUb2xZvTpyBLAmXhftoPDD/0xl4xo6n5oXx8pH26fjTHM3ur73xEho0qivFUEgJ4WpbrZOitXXtDnw8dQ70Nm4EEnf5Okb1eBnj3xqLEa8MNnuceyP5NjNSV68MhQ3tWe7ujcX1dX9Ldn0tp8DsJt3Q+pNpksXMofG2r5fp/l/S4OXLIzC08NlzlqTcNeLkplSz77uVK4OYz15w6BqkZHG1XEKP7WSwd8sf+GTCpzYXs3IwxrB83kp8/+kPZo8JrBSMiKaWn5TYq/mg9jYdP2/215IX1g4dPI4D+w9JGhPIbhYvZ3NckZl/Ym9NMWvnjp8QFhYq7aBIsWIWvgBg9uzZ2LhxY4GvAQOs73uzePFi/Pbbb2jfvj169+6d+3pWVpbJYhYAaDSa3GNIyaRPzcCeAZ/YXMzKK+Xybezq/SHSLSxp8O4vzzICRVk/eLSzfmn4f/uP4PB/xyUdA2MMX8//XtKYOWrVri5L3ByW8klhXhw7FNPeeVXC0ZCSoLB8Qog5W9b8ghmvfWJzMSuHKIr4/MNF+H7hCrPHaCIqw61uTXuHaJGvjXnq3IJNko/h4d9nkHDCsZ17TfGPrFj4QSYYDcDO1amIv2r/TsUJ1w04vDwJxizTP0Xcgv3QYt00uAX62n0NUvK4Wi6hgpbErl+6gc8mz5FkadvqL37C/p0HzL7ffnQ3h6/xNK23B5r2b2v18ZcvXcNff/4r+TgAYOl3qySP6ePjharhlSSPm8NUvxNrfkC0bNkE/+zfjuho2j3E1Yic+S8AqFq1KiIjIwt8WbvccPny5Zg/fz4aNWqEOXPm5CvYurm5Qa83/YuOTqfLPYaUTAf/txQJdjSyfVrG7Uf4+6UvzfZw1DaqC3XNcIev8zTv57uDU1n/5HjVD+slHwMAHNh3ENeuOL7s5GnRMfI8VAJgdoOUwnh4emD2/Bn4ZPa7MoyKFLfC8gkhppw/dREfTflMkofPX81agn//NP/A2W9EH7Pv2UtRxgfePdsVfuBjSWeu49HhS5KPAwCuLJN+SaVHoC88y9nXXsWgZ9j5Uyr+2ZkGg976/76CgeH8b2k4tCwJhkzT5wW2ikLrX2bCqxo9aHc1rpZLqKAlIUEQMHvyHBh0lnuc2GLhW18gJTHF5HuRbWLQoLvtjdEt6fvucHj4Wr+rye+79smy7BEA9uz+S5bYAwb0lDwmkD0TQBDz71JS2OirhVfG11/Nwp7d61GpEu0c4opEC1+O+uGHH/Dxxx+jSZMmWLJkCbRabb73g4ODkZiYaLKoldNzKzg4WIKREKnd/PUIrm/5T7J4D49exrlvdph9P3Dma4BSuh2TVOEV4fdCf6uPF0UR+343/wDHEYwx/Pn7fsnjPtulDTw87FsqUhiDYITImNUPx9RqFfr274G//92GkS88L8uYSPGTM58Q12QwGPH+ax/DaMMueoX54PVZSEtNN/meV8cW8GjbWLJrAUDgO6+At+Fn7Z3d0s70zevu7ydkiVu9TzOHzj93VIe1Xybi0J50JD00/986PUHAxd/T8Of8R4j7N9PkjYpXtRDUmz8GzddOg3toWYfGRUomV8sl1ENLQgd2/oNzxy03WbRVwv0EbPx+M0a8Mczk+/1nvoBrxy/h0a0HDl8rpktjNOnX2qZzYk+cdvi65qSlpuPy5WuoVk3aBvjDRw7EZ59+BYNBusIjADRr3ghDhvWDv38ZxMREQa/XY8PGX3D06EmcOnUOKampUKmUqFQpDPViotG2bTO0a9tC1iWQxHUtWbIEc+fORYsWLfDVV1/lLiHMKzo6GlevXkVsbCwaNmyY773jx48jLCyM+meVUMc/WSd5zNOfb0X1Ee2hdC84K09TMxxlJgxHwvylDl+H07oh6OMpNs3OunblOtLTMxy+tjmnY89JHtPL2xO9+nXFqmXSzizjFTzenzkVgcEBCI+ogoiIKvhz7z/458AhnDh+GvE3b0NkDN7enqgdVRP16kejR+/O8JdwAxVCiGv4bfPvuHjmsqQx796+j5+Xb8KI8UNMvh/0/kTcOHsZxru27973NO+e7eHV2badWpMkmNlsju5RCjLiH0le6Kk9pB2OLf4FzMxMamvoMhlO/ZeFU/9lQaPlUDZIiYjO0ajZtzk4rRd4//LAw0x4lDmEoIBrSDl7A8b0LHAqBTwqBcEvujICW0YhoBmtFiHOhQpaEtq6YpsscXf8tANDJw2GwsTTc08/L7y6ejoWPD8TCfH2F7Ui28RgxHzrG1DnuHzpmt3XtMali1clL2gFBQXgtclj8dmnX0oW09PTA506t8WRwydw7uxF3L17HxkZmUhPy4AoinB31yKielXUrVsbXbq2R4uW0j69IiWb1PMMFy9ejPnz56NNmzb4/PPPzfbJ6tmzJzZv3oylS5fmK2jt2rUL8fHxNjWdJ0Xn7v4zSLl8W/K4hpQMXNv4D6oNMb2s3O+FARCTU5G01P4CDad1Q/AX79u8u+HVS9ftvqZ18eNkifvq/8Zh++bfkJxkeia1PZ7t2gbJqanY/88hXLlyHSnJKUhPz0BWlg5KpQJBQYGIqRuJZ56ph779e6BMGV/Jrk1KPmftcUKKx/rl0veSAoANK7dg2MuDTO6iqgwog/Lff4KbI9+EcP+R3dfw7NAMQR9Msvm81Ct37L6mVfEv35a8oOVd3h91X+iE40vMz6S2hS6TIT1BCb8yVXFz6TE8ungTSfcTkJChw82MTMSDIcvDDaHhFVA5uioqPdsI1RvK0/+MlEyulEuooCWRlMQUnPgnVpbYj+4l4PThM6jTxPTuIf5hQZiy6SOsmrYYp/ccsyk2r1Sgw9ge6DapHxQq2/866OxsLmkte5tXFuZ/b47Hrzv24NQpaZ7aJ6ek4u23PgYHzuSMq/T0DDx48AgH9h/CV18uRY2a1fC/qePRt193Sa5PSi4RDKKJtGHqNWusWrUK8+fPh7+/Pzp06IBff/013/seHh5o3z57Y4emTZuiW7du2L59O8aNG4d27drh1q1bWLZsGcLDwzFy5Ei7xkDkdeMX6TfEyI29/ZDZghYAlJ08GqrKFfDos28gmllSYo46ojICP54CTY2qNo8ry85NVKxlrpecowKC/PH+rDfx2ri3JInHOGD1+i0Wj0lJScOlS1fx8/ptePedWeg3oCfef/8N+AfQ0hBXJ3U+Ia7t/p0HOHX0jCyx42/cwbmTFxBppgm8ukoFhK1ZgHvvzEfGP7bdm0ClRNmxz6PMuIHgFLYvhRey5L03EfTSrvDI0XhKX8TtPYFERx5oMQZ/JiCQGeGZmIH4mcty3/J6/JXTgj4+VYfY+8nY8d9p7FiyBWE1K6LPawPRoOMzDnwXxBm4Wi6hgpZELp66JFsvKQC4cPKi2YIWAPgE+uLl79/Eoc1/Y9eizbh94abFeBzPoVbLuug2uT8qRtt+85HDza3gMicpuWnlaVitUqnw07ol6PzsANy86dhMCJGJ4ABwnPUt6c6fu4RRI17Fpo2/4PMvP0HZsn4OjYGUXObWpNs7qfzUqVMAgIcPH+KttwreRIeGhuYWtABg1qxZiIiIwMaNGzFjxgz4+vqiZ8+emDRpEjw8POwcBZHTo1j5Zr4+smIphnfvjnBvUg8JXyxH2s59YIU8WFAE+cPn+R7wHf4cODsejACAVqaf9TnkzFW9+nXFpQtX8fX87xyKIzIRKbpMm87JytJh5fJ1+PWX3zF/4Yfo0bOjQ2MgJZvU+YS4trOx0rZBMRXfXEELAFTlAlD++4+RvHEXEr9fD/1Vy/cm4Hl4tGoI/4nDoalh/+oMhdb0rHWpKNzkia90U6P7D69jw3MfIP1+ks3na5iIKqIeXlb+RAhlQKgAxInAXgVw49x1LBjzKRr3aI6RH46Fhw/9juiqXC2XUEFLInEX4mSNf+28dTc4jXq1QKNeLXD50Dmc+zsWN05dw4Prd2HUG6Fx1yCkehjCoqogpvMz8A8Lcnhc1WuE49jRkw7HMRu/uvQ7b+WoUCEEO3evxfMDxuFkrO1PsBhjEBl7XMyyrw/Wtq27cOHCFWz/ZRWCy1m3qx1xPlKWumfNmoVZs2ZZfbxKpcLYsWMxduxYCUdB5JR0/pZssfWJaci4kwD3QnZUUgYHIPCjN1B2yhik/fYXdKcuQHfhKsSUVIDjoQwOgCYyHNr6UXBv+Qw4BxvKh1ev7ND5hceXdun606a8MwFe3p6Y+9GXMBqNNp9vFAWkGbLsfjr68GEChg15BZ9+9i7GvjTcrhjEOTjn83NSHC6fvypv/HNXrDrOp8+z8OnzLDIOxSLjn+PIOnMJhht3wIxG8O5aaKpXhlvtavDs0ByqUMfvTbwjQpEiYx71jpBv1z+fSkF4bsO72P7CfCRctP578GICIkQd7MnElRjwvBHYogQecMB/W/cj/uJNTFv9PrzL+tgRkTgDV8olVNCSSGa6bU9VbZWVkWXT8eGNaiK8kfxroevG1MZPqzbKEtvH1xuVq4TJEjtH+fIh+GPfRsydvQhz53xt9RJKxhgEJoI3s8TQFhcvXEGvHsPwx1+bZZ+lQAgp2Zgoyr5cwphh/fI+ha83fAZ0AwZ0k3FEQMXKFeDt44WU5FRZ4teuI38+HDdxJFq0boz/TXwPZ09dsOocxhiyBAMyBcf/mzPG8L8pM1G2rB/69u/hcDxCiHOT+94k08Z7E/dGdeDeqI5Mo3nCL7oybm09KEtstyBfaIPkXVXhUykIA3/9EIfmb8Sxb36BaLC8Q6WnA8WsHFoAvYzAz0ogkQNunr+O2cM/xHsbP4ZSbf0GL4QUB+vXSBGLlDbs5mRXfGXJrD127NzWZENIKXTu0k6WuE9TKpWYOm0Czp7fj/dmTEFkZHUoTKzZ9/HxhruHFoIoQGCi2X5Z9jh79iJmvDdbklikZHG1rXGJvDieB6eQNzXzKsdmU8mB4zi069RKltgKhQLtOtq2S5a9IqNrYvsfa7Hi58Xo1K0dfHy9CxzD8zwCgvyRYdQhSZ8hSTErr8mT38OdO/ckjUlKBsonxBZyFyKUdi4xl1tIx/ryxe7UQLbYeSnUSjSZ2h8jD36Oxm/0RZmIUHB8wXsOdx93VHfjHCpm5XAD0NEI8I+n7lw7dQWbFkq7iy8pGVwtl5TMn0ROKLRSiLzxK8s3vdUR5SuEoEPH1vjt172Sxx41epDVx6ampmHHjj04fPQETp48i5SUNCiVClQMK4/69aPRpnVzxMTUthjDP6AsJr8+DpNfH4eMjEycO3sRySmpUCoUqBAWiu+/X4X5877JPV6aUtYTixctx8Dne6NuIeMkzkXkzKxTl/ovEHEZXpWCkCLTLk0KNxXcQ0pm8/Aho/ph09rtksdt06E5QsqXs/r4o0djsW/fvzh+/BRu3IiHIAjw9vZCdHQt1K8fjS5d2sPDw93s+RzHoUWbJmjRpgkA4Ob1W7h14zYMRiO8vb3g6e2J1i17IUuQp7FwclIK3vzfh1i+8gtZ4pPiQ/mE2KJCJXnvHcIql5c1vr28wkMQ0DwSD/ZL3xC/6oj2hR/0mJCajrS9h5B1+hKyLlyDmJ4JTqGAqkIw3GqHw6NpXbgVstzePcAHDV/thYav9oIhIwuPLtyCPiUTvEoB7woBSFi0GfeW/Woxhi0CANQXgcOPK2TbF29C014tEVqtZP63JvZxtVxCBS2JRETbtkV5SYvviDemvoLfd+2DIFieEmuL9s+2Qr0GhU9LvnPnHj7+ZCF+XLUBqalpBd7/77+jWLsue8eoBg3q4o3J49C3b+E7C7q7a1E/z/WTk1Ow5JuVuX+WcnZWDlEUsXjRcixeQjO1XAmD6V1DXGntOpFWmejKshW0fGuGgXew35Vc6taPQqv2zbDv9wOSxVQoFHjl9RetOnbt2i1YuHAJjh07ZfL9vXv3A8ierTtkyHOYOnUCAgP9C41boWJ5VKj45Gbg3XdmmcxXUtq29TfcvHkbFSrI+7CNFC3KJ8QWtaKryxq/pszxHVHr9T7Yd+AsIOGGXaHdGsGnRoVCjzPceYCHX61B8rY/wEwsy8w8fg4pW/8AAGjr1UTZF/vCq32TQuOq3N0QHPOkt7DhUTLur95tw3dgnToicIwHBA4QjAJ2L9+BER+Okfw6pPi4Wi6hJYcSCa4QjPJV5Klea9w0iGpUcmftxNSLwisTR0kWz8fXG/M//6DQ43788WdE122LRYuXW3VzcOTICQwcNA69+4zE3bv3bRrT6tUbkZ6ekftnuQrYGzdsR0qKPD1kSPFgFr4IMSWkdZRsscu1Krm5BAA+mvcOvLw9JYs3ZsIwRMfUsnhMfPxd9Ow5HMOHTzBbzMorOTkFX331A2Ji2mHduq02jUen0+HHFT/bdI49BEHAjytoqYiroXxCbFGpWkUES9Bk3RQPT3dE1Y+UJbYUAhrXQPioDpLFU5fxQswnIwo9LnHdTlzt8hKS1v5qspj1tMxj53DrpQ9wa8LHMD5KtmlMD1bvAdPbvglJYbQAquX5obJ/0z7oZe7tSYqWq+USKmhJqPvQrrLEbd2jFbx8vWSJLZU3334VLVsX/nShMEqlEouWzEa5kGCLx01980OMGPUqEhOTbL7Gtu270KRZV1y8aN3uLACw67c/8/1Z6tlZObKydLLuGkkIKfkqdn8Gaj/pijo5OAWPaoPbSh5XSuVCgjBv0YeS9I1s1uoZTPzfOIvHnDt3Ec2bd8Nvv/1hc/xHjxIxbNh4vP/+HKvPOXb0FBISEm2+lj0OHDhUJNchhJRMPM+jzxB5Nojo0rcj3C0svS4Jot5+HmUbOT6LjNeo8Mzi8XDzN7/jH2MMd2d8jbtvfw4xLcPsceak7tyPuH6vQX/L+v6HSX8cs/k61qqUZz1aVlombpy9Jtu1CHEUFbQk1GlAJ/gFSLvzhVKlRL8xz0kaUw5qtRo/rlmMdu1b2B1Dq3XD0pWf49lObSwe98GH8zF33iK7rwMAN2/eRsfOA61unHvkSGzuv8u9vPjE8dMyX4EUJVdrvEjkp3BTo8bojpLHrdS7KTxCS2b/rLzadmyJL5Z+CjcHdn1t1b4Zvlk5D2oLTZFv3ryNLl0G4c4d22bsPm3WrM8xZ87XVh174njhM8CkcjL2DJiEy21I8aN8Qmz13NCe8PEruDmFIzRuagx+sb+kMeWg0KrRfNUUBDSzPEvXYgx3DZr+MBlBLSzPbn4w+wck/uhYD0jDzbu4MWwajAmFz9RijCH9pPUP5m0V8FTquHbqqmzXIkXP1XIJ9dCSkKe3ByZ9PAHvvThTspiDxg9E5RqWGwYWNcYY4q7ewKkTZ3H1Shz0egO0WjdE1KiKeZ9/iO1bd+GjmfOQkWH9dsGNnqmHz7/+BOHVLH+v//53BB98OM/RbwFA9s3MuJf+hy2bl1s8Ljk55akn6vKWtG7fpt2pXAkDM7NOnW40iXm1x3fHjV8OI+nsDUniuQX6oMGMIZLEklJqahpiT5zByZNn8ehhAjiOQ7mQYNSNqY2Nvy3HO298jGOHYgsP9JjW3Q2vvz0eI8Y8X+hM2rFj33C4mJXj/ffnoG3b5qhXL9ricbGx0jcpNic5ORXp6Rnw9PQosmsSeVE+IbbyK+uLN2a+incnFN7Kw1rjpoxGWJXCe0kVJcYY7l+9gxunr+L+tTswGozQuGsQEhGG6M/H4v6mf3Fm9gaIOus34whoWhP1542BZ8VAi8el/3sCj77b4Oi3ACC7qHV3xtcov3Ca5ePuJ0LM0ElyTVN8AXAMYI/TaMK9R7JdixQ9V8slVNCSWPPOzdFjWDdsXeH4Tk11Gkdj8ETrd/qTW0pKKtau3Igfl63HtSvXzR4XHROJt96ehLv37mPN6k14+DDB7LHNWzbGqNGD0K3Hs+B5yxMGBUHA6NGTIYrS1Y9/2fE71qzZjIEDe5k9JjHRtjXtjhKZs9bHiSnm1qQ7Z8ogRYVXKdH8y5ewq/cH0CfbvnwhfywFmi0cB40Myxjt9c+Bw1jyzQps37YbBoPpGwxvb0/0H9ALnXq0w96df+G//UfMxivj74f+g3th8Kh+CAm1vGQdAFasWJ/b5F0KRqMRY8dOwaFDOy0W0k6dOi/ZNa0hZb4kxY/yCbFH174dcejvI9i2zvHd8Jq2eQZDxg6QYFTSSE9Kw4E1e/D3qt14dNP8A4rKMdXQ9K2+8IhPxI31+6FPNNN7l+MQ2CISVUd0QEin+oU+GGF6A+68tVDS5vOpO/5Gao828GrX2Owx+gdJkl3PHB5AznZfTKBc4kpcLZdQQUsGEz4cD73OgJ1rf7M7Rp3G0fhw2UwoVSXjP9GuHXsx7fUP8ODew0KPPXn8DE4eP4PwiCpYufpraLRuiD1xGjeu34LRKMDLyxORtWugbr3aCAoKsHoM27btwgUb+l5Za+68RRYLWtY0CZaSn5/5NfrE+Zibwku/GpDC+NaogLarp2LvkNnmf/kuBK9RocWi8SjXSr5G87Z49DABb7z+PjZu+KXQY1NS0vDdtz9CqVRi4qQX8dmXM3DhzCWcO3MRaanpUCgVqBAWitp1aiKiZlWoVOaXFz5t/vzFjnwbJp06dQ67d+/Ds8+2NntMfLw8u1eaolar4VHCe9wQ21A+IfaaPu9NGA1G/LrJ/l3xGrdqhNnffQSFomTslHt0+z9YO/17pCUUvpnSteOXcO34JYTWqIjBq16HD69CYuxVZMQ/gigIUHu7wyeyIvzqVLbYK+tpKb/uh8GGvlfWevTdBosFrbRYeZcAinhSzAIAT7+S3cuZ2MbVcknJqJa4GJ7nMWXu66hVryYWf7AEGTY0B1QoFRj4cn8MnTQEKgu9P4oKYwzvT/sUPyxZZfO5ly9eRf/uozD9oykYOWaw2ePS0zOwc+deHD16EqdOnUNqSiqUSiUqhIUiJiYKrVo1QZ06kfjm25WOfCtmHT9xGgcPHcMzjeqZfP/suQtgjOU+pcmejinfssM6dUrurjGEkKLlH1MVXX77EP9N/hZ399u2XM2vVhiaLBiLMrUryjQ625w8eRZ9e4/CvXsPbDrPaDRi3pxF+H33X9i4aSnadmxp9tjjx0/jz30HcOzYKcRdvwlBEODj443oqFpo2KAOOnduh2PHTuHcuUuOfjsmLVmy0mxBKysry66NTOwVWbt6ibnxJIQUL4VCgQ+/mo7ohrXx+YeLkWlDWxClSokXJ43AyIlDJNmww1GiKOKnt7/FgZ/22Hxu/PnrmNPvPTz/4Wg0G9bO7HHGtEw83H0MqSeuIO3sDRjTMsEpFdCGBcIrujLKtIyCZ80wJK7Z4ci3YlbmkTPIuhgHt4hKpt+/dheMATLtUYVUIN+tTsXIktX+hpC8iv+nkgvrOrgLGrZpgLVfr8fuDbuRnmq+sKVSq9Cic3MMeLk/wiOrFuEoLZs+9WMs/26N3ecLgoD33pwFAAWKWvfuPcDsz77CqlUbkJJS8OnKv/8ewbq1WwAA9etH46iMzdL37t1vtqB18eIVMDBwsreDz949sV59yz1YiHNxtXXqpOh5lvdHu7VvIm7TPzj/3W94dMLyk1nvquUQMaIDIoa1BV9CZvmePXMBPboNRWJCkt0xTsaeQbcuQ/DrrjUoU8Y333vr12/F3Pnf4MiREybP3b17HwDAx8cbNaqH2z2Gwuzb92++ByB5Xbt2E0ZBgJIvmiJT/fp1iuQ6pOhQPiGO4DgOA0Y+h+btmmD5V6uxY8NvyEg3X9hSa9To0L0Nhr8yGOE1qhThSC1bNXUx/l3/p93ni0YBq978BuA4NBuQf+ffrDsJiFuwEXfX/w0hPavAucmHLuDuz38DAHwahMPj8jm7x1GYjH9OmC9oXbkt6+P19Dz/zit4VI4qOfemxHGulktKxm+6LiwwJBATPnwFo6eNwrH9x3Hx5CXEXYiDLlMHpVqJ8lXKIyKqGmKa14Wfv7Q7JDpq0/rtDhWz8pr59mzE1I9G3frZy17WrduC1ye/hwQrb26OHj0JAFDyChhFoZCjbWdpWWFWlg4iY+DzZA1zNyyOatWqCUJCCu//QpyHq61TJ8WD4zhU7tMMlfs0Q+KZ67h/+CISTsYh834SwBg0ZbxQJqoS/OuFI6BBteIebj5ZWToMGzLeoWJWjvPnL2Hi+Lfw4+rsXQXv3r2PcS/9D9t/sW4ZTXJyCg4fPgFepsfaqalpuHTpKiIiCv7yn5WV3cBXrvzxtOcH9Zb9GqRoUT4hUggNC8Fbn76Bie+8hEN/H8G5kxdw9cI1ZGXpoNaoUbFqGGpGV0ej5vXhV9a3uIebz/6ffneomJXXmne+RcXoqihfM3sW8+01f+LS9BUwJqcXcma2jOMX4OEh3yKtrDOXzb4nZukhMg48J8+nP28L+Lpt68PTl5YcuhJXyyVU0CoiWg8tmnVsimYdmxb3UKzy4P7D3JlVUhAEAZNfeQc7//oZH3043+otzp+m4HnwHAeDYJT0QxcXZ34nMa3WDYyxfDchIhgUMjwXeXHsUMljkuLlauvUSfHzi6wIv8iSsYzQGh99OB+XLknX72Pb1t+wccMviKxdHR07D8StW7b1pZK7lHTt2g2TBS2t1g0AIDIGhcwFrboxtdGgYV1Zr0GKHuUTIiVPLw+07dIKbbu0Ku6hWCXh9kNs/Ei69iOCQcDKKV9j6pZPcPm9Fbj5rW1N85WcvJ88vYXeXLxWDRGQZdkhY8C9PPt0dRjWWdoLkGLnarmEClrEpKXfrEKSxLv7Xb54FeNGv461P291KA7HcVAplDAIRoDLvxCQAQCzfcKkwWA0+17NmhEAsncfVHBPlopI/ZS9deum6N6jo2TxSEnBzEzhddbnIIRYL+FRIr5ZtFzyuB/MmIuE1GTEx991OJaKV0D5+Ctn5pbIGIyiAKMowGDjrGBzuzZWqRIGtVoNvV4v6ywtnufx2ezpssQmxY3yCSm9fl+yDVlp1vf+ssbN09fw79j5yNp2yPaTZX46wizcm7hHVMCjHYcgMEAp8SwtgXFI4rNjxrRvgKiWdSWNT0oC18olVNAiBej1BqxZuVGW2Du3/i5JHI7joFQoIbL8tWQu+02wx9vnWlvg8vTyMPtevZjsZZIiY+AYe3LDAwaeQZKbEm9vT3y56FOH4xBCSEmyYsU66HR6yeNevXodmQbH4rop1XBTqKDgeZPvqxXZvyKJTITOaECm0QBrOkx4eZlemqFWqxEZWR3Hj58q8IBESi+PH4lnGteXJTYhhBQHfaYOBzfskzyuvwBkbjtkV22KyXzvr/DQmn3PMzq7p5kIQGTI1xbFESLL3t3wIQd4+npi1MfjpAlMiIxM/xZHSrUjB4/j0cMEWWIreYVkzdV5jjMbi+M4cBwHnuPA83zuUkVzxac60bXMXqdFi2fg55e9ha8gCrnFMiC7qMUczGju7lr8tHYJwsJCHYpDSibRwhchru6X7fZvEV8YpZlCVGEUPA8fjTs8VBqzxay8eI6HVqWBj8YdaoUKCo4Hz/FmM1lUVE2zsbp16wAg+2GLIEr/U6B7j46Y+cFUyeOSkoHyCSmtLvx7BpkWNteyB8eA+gb7J1oZBHk3+NDUNN+I37dFFBQebgA4GBknSXGNMcDIOMRzgMJLi9eXvg2/oDKOByYljqvlEipokQJOnTgra3x7b0JMsaWxb26BiytYBrO0G5RWq8Wwof1z/2yUsKjl5+eDzVuXo0XLxnadT0o+8fFOIqa+CHFlgiDg1En5doDiOdtziUahhK/Gw66dBhU8Dw+VBmqFEjzHQcErCoyhcuWwAjsw5jVi5ECoVCoA2XO9BFF0+KFIjhdGD8ayFZ9DoSiaXRRJ0aN8QkqrGyevSB4zVAA8mf0P2QXGQZTxo+dW2/wGL0ovdwQ81+LxnzgYHCxqiQwwMA4Ah1uB3pi2+n1Uq1/d/oCkRHO1XEIFLVLApQvSJ428pFxmYc9yP+7xrK2cc93c3NCzkN5VkyaNgbf3k2UkRlHIdyMigkFk1he2GGPw8vbE0eO/o3GTBjZ/D8S5MBNfhLi6uLibyMwsuO25VGzdqVDFK+Gj8XBomTjHcdAq1bkPZniOgyJPUatfvx4Wzw8ODsTo0YNz/8zAIDDHilqMMbw+5SXMWzATSiV1knB1lE9IaXTn0i3JY1ZxeNN0DpkGlRRDKYD30MKzdUOLx5R/pRd4rSZ3LAbGQWC2LYVkDBAez8wCOOjKemH831+iap2StVsykZ4r5RIqaJEC5LwBAaTfjcPeJYw5SxD7PtcVZctanlIbGloOsz/L32RXZGK+whbLqW4/Lmw9fYPCGMs9xwgRW7atgH9AWbvGTpyHqz0FIcRacucSW3AAfDTukvQ8zC5qaXIzD/e4qKXgFfmKVebMmPk/VK4clu81gYk2zdbKzicMgiigW49nMf29N2z9NogTonxCSit9lk7SeDwDykqwvipdL09By7tnWyg83S0eo60YhEpvD8rzCgeB8TBaUdjKKWRlF8F4ABw4lRJNfn4fWm/zfYWJa3C1XEIFLVKAWqOWNb7UTRQduUHhOQ7VTWyvbsrIkc9j+PABBV7PKVIZBOPjXbGMMIhG6EUjdEbDky/BAP3jY+bMfg8NGtS1e9yEEFLSadTy5hJbeKq1VvXLshbPcXBTPvn+OI6Dr683Aqx4SOHh4Y6VP36db9Yv8GS2VvaDkuyHJU++hNxdF42iAIGJEJmIGjWr4cuvZkn2fRFCSEmkUktbOPJhgPlOiNYzigpk6KWdGWtgHBIrmu+flVfIC10Q0KtZvtfY48KWgXEwiByMT30ZRC5fIStH+KcvwqNmRSm/FUKKBBW0SAFVwyvJGv/pnQkd5Wg6mjtvMW7ciLfq2G8Wz8YLowaZfT/nqXnuLK08/wDZ26nPnfM+XnlllIOjJs7C1RovEmKtipXKQy1jUUu08ukIh+xlglJTPbXJSXJSCj6YOdeqc2NiamPbtpUoW9bP5PvZ0/+fziD5RUXVxC87Vlvs2UVcC+UTUloFVgmRNJ6HhB+a5Cw3CKJ0y0/OGd3xx/zNSLuXWOixHMeh+pcTEdi3pal3wcBBfOqLIXt5Ye5RSgXCZ49F8KB2kn0PpGRztVxCBS1SQO1o8zs0ScEoOrxoXVKpqWlYsHCJVcfyPI9Fiz7DypVfwd/ftp0/IiKq4s8/NmHChNH2DJM4MWbiH0JcnVqtRs1a8vXhsPbhiFaplmSp4dM4joP6qQbs3yxegUePCr8JAYAGDevi0OHfcnc+tJZCocDk18dh31+bERQUYNO5xPlRPiGlUViUdTOWrCVlRmDgkJChlaRB/DWjBrdEDbKS03H8h11WncMpFaj+5UREfD4eSh/blgu61whDnV8+RrmhtuUh4vykziVLlizBpEmT8Oyzz6JGjRqoVauWxeONRiOWLFmCjh07onbt2mjevDnee+89JCZa9ztUXlTQIgU0alIPXl6essQ2ikKRr8/lkP0k3U2hgrtSAw9V9pdWqYZaoYSC47Fy5Xqkp1u/HfCA/j1x6uQ+fPDBm6hYsbzFY+vWrY3Fiz7DkcO/oXHj+g5+N8TZuNpTEEJs0bFjG9liC6J1nyK1Qr5G6U/vlqjT6bFi+Vqrzw8ODsTadd9i67aV6Natg8UdCj09PTB69GD8d/BXfPDBm9BoNGaPJa6J8gkprao3iYTKTbqZtkaJn3EYRAUepbvbPVOLMeCy0Q3nhCcFqVNr90HQG62OEdS/Nerv/xwV/zcA6hDLy98964YjYsEriNn1KbzqWNd6hbgOOXLJ3LlzceDAAQQHB8Pf37/Q46dNm4a5c+eicuXKmD59Ovr06YPNmzdj2LBhyMiw/p4cAGg7HFKAu4c7nhvYHcu+/Uny2FmCQfKY5irKHDhoFEooeYXJp/M8ByihABSAkKnHe+9+hs/mTAdvZZ+VsmX9MPV/4zHljZdx7vwlHDt2CpcuXYVer4e7uxaRkdVRLya6QPNfUrqYe+pBT9VJaTBi1EDMnbMIgiDtzFyRZfebsobSQpHIUXl3OMyxYP4S9OjZCVWrVrI6Trt2LdCuXQskJCTh+PFTiI09g4SERPA8j3LlghATE4U6dSKh1bpJOHribCifkNLK3ccTDbo3xb/r/5QkXrL0k3ZhEBW4n+YBH7csuKutL0SlMx4nDR5IZPn7hGU+SsFfs9eh9VvPWz3LWB3gg7DJ/VDh1T7IuHgLabFXkRl3F0xvBO+ugUfNMHhGV4VbBZrdW5rJkUt2796NsLDse96hQ4ciISHB7LH//vsvtm7dirZt22LRokW5r0dGRmLixIlYunQpxo8fb/W1qaBFTBr98jCsXbUZmRmZksUUmAidHAUtE589Fa+ARqGyOgHwHI9l363G+TMX8MWiT1G5ivVFKJ7nEVmrOiJrVbf6HEIIKQ1CQ8vh+cF98OOK9ZLGNQjW3yyYKjpJheOyu2jlTUMPHyagYcOO+PDDN/HyyyNtilemjG9ucYsQQsgT7cf2wOEtB2DUO34vkcEDOjBoJF18mL38MClLi4sC4KfWoxyvh5oreKMiMiCRKXFD0OCuqH7c16qgQ9/swJ3Tceg6ewx8yhc+6yUHp1DAo2ZFavJOikxOMcsaW7ZsAQCMHJn/d6SOHTsiNDQUW7ZssamgRUsOiUlhFcvjf+9MlDRmukH6LdxzGq/npVGo4GZnz5T//j2Kjm37IvbEGamGSEo5BtNTeul5OiktPv7kbYSEBEsWTwSzuhejDA/hC78mxyEjIxOTJ7+H8eOngUm9tS8ptaTOJ8XZ84QQW5ULL48ur/aVLF68Up4MIQC4yylxxuiB3/V++EPng6MGT5wweOC4wQMH9N7YpffDQYM37ogas8UsIDuHXf/nLJb3eg8PLtyUZbyk9Cksl1y5cgVnzpwp8HX//n1Jrh8bGwue51G3bt0C78XExODGjRtISkqyOh4VtIhZo8YORudu7SWJNWhEXxgl3t0QyD81MnuJocrhfikJCUl4rucIxF274ejwCMnd9dLUFyGlgY+PF77/YQHc3Bzv+RQaGowOHVtbfTwDZC8oWYr+3Xer8M47n8h6fVJ6SJ1PirPnCSH2eHZcT0S2jpEkVvmRz0oS52mJPAdezaFaLRWatdOi4yAftB5ZFi1G+KNe3zKo0cIT5auoCg+UR/qDZKwe9AlS7jySZcykdCksl0yZMgV9+vQp8LV2rfU9Qi25e/cu/Pz8TO6EHRQUlHuMtWjJITGL4zh88d1nmDD6f/h1++92xxk7fgTenvk6Mo16fPfdKsnGxxgDY9mFLI7jwHMcVLw0vVKSEpMxoO+L+O/ITll2xyKlB4PpG14qZ5HSpGmzhliz/lsMHjjOpg048goLC8XmrcshMobdv+9DZqZ1s36NTISKk6ePljV9vObOXYxGjeqhZ89OsoyBlB5S55Pi7HlCiD14BY8XF7+Ob1+aizN/HLc7TpeJfdF5cn+cScrE3fV/SzY+TsuhShtPPBulgUZT8P6hTIACYZWzi1kpySJOH9Ph1BEdrNnjJONhCtaNmovRv34s2XhJ6VRYLpk9ezaqVi24WUBAgDS917KysuDj42PyvZwNb7KyrF/ZRTO0iEVqtQqLl8/DjFlvwt1Da9O5/gFlsGTFArw983UAwEcfv1XojoC2YIxl9y95XHCypWeWNa5cuoa2bfrAaLS+VwshT2NgEE18URNfUtq0adMMf/+zDU2aNLD53AEDe+GvA9tQNbwyqlWrgg9mTrX6XKMN/bZsZWqnRVMzwp5/fhz++++obOMgpYPU+UTqnieEFAW1mxovfT8Vfd4eCpXGtplOPkF+eGnpm+g2uT8AIOLDEdAE+0kyrjLV1aj7chlENnAzWcx6mrcPj6ZttOgzzBNlAkzfkj/9yX5w9gZ+GPgRRCt3+SXElMJySdWqVREZGVngKzAwUJLru7m5Qa/Xm3xPp9PlHmMtmqFFCsVxHEaOGYz2nVrj+0U/4uc1W5CSnGr2+KBygXh+6HMYOWYQ/Mr45r7u6emBteu+RedOA5GYmOzQmETGgDzFKwXHg5dhJtWJI6fwTOPOqFatCq5ciYPBYIS7uxsia1VHvfrR6NG9I0JDy0l+XUIIcUVVq1bCjt9+wvp1W/Htkh9x+JD5J+w8z6NjpzYY99JwtG7TLN97r058ESdPnsWKlYU3m88SDNCqHF/uaIq1hQRRFNG10yA817sL7t19gKSkZHAch3IhwahTtxYaN22Ilq2bWL3LLiGmXLlyxeTrAQEBDt+IFNbzZPv27UhKSoKvr69D1yHEGjzPo/2L3RHdoSH+WPoLDm78C1lp5jey8gspi+aDOqDV0I5w9/HIfV3l64noZW/gWN8PIVg4vzAhTbSo2MHTrnMDgpToM8QLv25MR/z1/A9gTGWY5AOnsbPLNFQJ9UdW3D2IeiMUHm5wrxkGzzpVUbZLI6gDpSnSESKH4OBgxMXFQa/XF1h2eO/evdxjrEUFLWK1CmGheP+TqZj67kQcPRyLU7Fnce3ydej0emi1boioEY6oOrUQ0yAKSqXpv1pRUTWx49ef0K/vaNy6dduucZh6+i3VUsOnKXge585cxOnT5/O9fvToSaxYuR5vvDEDXbu2x7vvTEZUVE1ZxkCcG22zTkh+PM9jwMBeGDCwFy5dvIojR07gZOxZJCQkgud5BJcLQt26tdHomRiUKxdkMgbHcfju23nw9PTA14uWWbyeXjDCKApQSpwncmYJqxVK6PPMAsvbz4gD4KZUQ61QggOHrZt25otx/uwl/PH73wC+QVjF8hg9dgheGDsECoU8OY04t8LyyZQpU0yeN378eEyYMMGha1vb84QKWqQoBVYKxoCZL6Dn1MG4duwibpy6ivtxdyAYjFBrNQipHoaw2lVQqW44eIXpBwbeMeGo9/M7iB0+B/p7tm9wEFjPze5iVg6VmkPnPh7Y8lMaHtzN3vTk6WVh/oKACoIRXowBJ67g0Yn8Bey0E5dx/6e9uPbuDyjTqSHCpgyAe4R0K2OI6yjue5Po6GhcvXoVsbGxaNiwYb73jh8/jrCwMJtyCRW0iM207lo0b9UYzVs1tuv86OhaOHzkN0x78yMsW7bG6vPY42Z1ppYVyjE7K4eC5yEIpqf2Go1GbNmyEzt27MG0NyfizTcn0I0IySdn5xBTrxNS2lWLqIJqEVXw/KA+Np/L8zw+X/gROnduh3EvTUF8vPkGomn6TPi6OXbD8bSc/lkKnodC5CEwMd/OuypeAa1KY3V+unH9Fqa/NQsb1m/Hwq8/Ro2a1SQdL3F+heUTOfueSN3zhBApuXm4oWaLaNRsEW3X+d4x4Wj81xxcfGeZbT21yioQ1lGa3KJSc2jb1R3rl6VCFB5/rjlAxRjCjQYEWLnMkBmMeLTtXyTsOoKwN/oj9JWe4Gj2L8mjuO9Nevbsic2bN2Pp0qX5Clq7du1CfHy8zQ9gqKBFioW3txe++noWJkwcjW+XrMT69Vvx6FHBpyI8z0NkYm5ByWQxC5ysjdsVXOFJwGAwYOYHc3Ei9jRW/fi1ySeYpHTKThoFn3hQQYsQaXTu1BYXzh3A2nVbsOTbH3H48IkC/UV0ghGiAuAFaa4pMjHf51qlUEAwirnFLI1CBa3KvjwQe/w0uj37PFauWYQmzRoWfgIpNQrLJzl9T+Qgdc8TQkoala8nIr8cj4ov98CtZbtwb8s/MCalFzyQ55HEMdzggY7dPaFSSXcPUsZfgfpN3HBofxYEABomIlpvgNaOmTNMZ8D1j1Yh/fQ1RHz9Kjh64E4ek+PeZPPmzbh9O3v1VXx8PBhj+Prrr3Pff/nll3P/vWnTpujWrRu2b9+OcePGoV27drh16xaWLVuG8PDwAr0aC0MFLVKsatQIx9x5MzB33gzExd3EqZNnkZKaBoVCgYoVyyM6uhZ+/30fnh/0Epho+oe53LsQcrA+/tatv+GFF17DypVfyTgi4lzMNeylJYeESMXNzQ3Dhw3A8GEDkJ6egeMnTuPG9VswGo3w8fFGdHQtBAX6Y0Dv0Th2ONaha4mMwfjU7oYcx0HB8TCKAtQKpd3FrBxpqekYOvAlbNnxIyKjajgUi7iS4ssnUvc8IaSk8qwVhhqfjUaNz0YjI+4u0s7egJCaCU6pgDYsEJ6RFXFy9xHc+mQxKoVJ/wA7MkaNQ/9mQSkwu4tZeT3c8g94Dy2qzXtJohES5yd9LtmwYQMOHTqU77WFCxfm/nveghYAzJo1CxEREdi4cSNmzJgBX19f9OzZE5MmTYKHhwdsQQUtUmJUqlQBlSpVKPB6z56d0blTW+zYsacYRmW7deu3olOnthg8+LniHgohhJQ6Hh7uaN6sEdCsUYH3Fiz6GC0adLHpQUVeIhMLFLNyKBU8DCIHrVKaG5y01HRMGPcmdv6xjmb9kmIndc8TQpyBe6VguFcqWKiN6dkMwUmHgbTLkl9T686jag0VEJvucDErx/3Ve+DXNgb+3exrF0NIYVauXGnT8SqVCmPHjsXYsWMdvjYtqCVO4caNeLPvyd/Azvb4r7/xnskllKT0ES18EUKK1skTZ2EQBRhFweQGI+YwxmAUBbPFLADgOR7uKo2ks4bPnrmArxZ+L1k84tyKM5/07NkTALB06dJ8r+f0PMl5n5DSwpdPki121QoKBFrZM8taV9/8FkYHdnIkrsPV7k1ohhYp8TIzs3Du3CWz74s23JTYQ7AjfmJiMpYtX4vXJ4+TYUTEmTDGTN440y6HhBS9kydOA8juHSEyATzjwHM8OJhevs4Yg/BUvyxLpN5JEQC+X7IKr7z6As3SIpLnk+LseUKIM2O6DLCUh7LFDwpWIFXimIaHyXiw7k+UG9VZ4sjE2bjavQkVtEiJFx9/B4JguZOvyJhsOx0KFp7IW/Lddz9SQYuAgZm8GXbWpEGIM3t6tm9OYQsAOPZkIWL2dum2fUbtXcZYmIcPHmHHtt3o9VxXWeIT5yF1PinOnieEODOWmiBrfHcfeRq4312xmwpaxOXuTaigRUq8wopZAHIb8UotZ5mJPa5evY4bN+IRFhYq8aiIMynurXEJIU/k7JhrirkWqdaSc3uSA38fooIWkTyfFGfPE0KcmsyrQ+RqCpRx/gYMj1KgKustzwWIU3C1exPqoUVKPC8vr0KPsbUfirUMdhazchw/flKikRBCCHGUl7enbLHl3HE39sQZ2WITQgixkcpN1vCiTr6CWdrJq7LFJqQ4UEGLlHghIUEICChr8RgGx4tPBWIyBr1gcChG3PVbEo2GOCtm4R9CSNGKrF29uIdgl1sWNkYhpQflE0JKBs6nrKxFrcx7Rtli627ely02cQ6ulkuooEWcQv360YUeYxAFiHb2uzIlSzA4/LG2ZrkkcW0Mj/v0PPXlnCmDEOdWz4pcUhJZWipJSg/KJ4SUDBzHgw+sIFv89NuOPVC3hFE+KfVcLZdQQYs4hf79e1h1XJbRIMmuh3rBYHfvrLy8rVguSVxbzk4ipr7stWTJEkyaNAnPPvssatSogVq1alk83mg0YsmSJejYsSNq166N5s2b47333kNiYqLdYyDEGTVoWBcVK5Yv7mHYzNOLGm4TefIJIcQ+ymr1ZYudeDpTttgKL3fZYhPn4Gq5hApaxCn06dO10GWHQHbFOcuot3umFmMMOqMBOkGaqb7R0ZYLDcT1iRa+7DV37lwcOHAAwcHB8Pf3L/T4adOmYe7cuahcuTKmT5+OPn36YPPmzRg2bBgyMjIcGAkhzoXneQwfNVCW2HL+IhhZu4ZssYnzkCOfEELso4hoCKi1ksd9EKeH7pF8Kzw8IivKFps4B1fLJVTQIk5Bo9Fg5sz/WXUsA5BpNEAvGG26wRBEERlGHfSiNMUslUqF6OiaksQiJK/du3fj8OHDWLFiBSpXrmzx2H///Rdbt25F27ZtsXjxYvTv3x+TJ0/GZ599hosXL2Lp0qVFNGpCSoZRLw5GpUrSLhURmby9J+rERMoWmxBCiO04lQaqZ6TdfVYQGA79Id+DRl6rgXuE881SJsQSZXEPgBBz7ty5hytXr8NoNMLT0wP9+/fEpk07sGvXPqvON4gCjKIAJa+AkufBgSuwCxVjDAIToReMECTsvwUAPXt2hJubvLugkJLPXJNFR25+w8LCrD52y5YtAICRI0fme71jx44IDQ3Fli1bMH78eLvHQkhJp9frce7cJSQnp4DneVSoEIqFX3+CXl2HSjKrijEGURQBjgevkGDAT+E4Dr37SnvTRJyTHPmEEGK9h3ce4u7NuxAFEVoPLSqENwZ/5QTE25cliX/0kA6X74vwB6CWJGJ+/j2aglPIkKiIU3G1XEIFLVKi/HfwKJYsWYndv/+FO3fu5XtPoVAgoloVBAb64/79h1bFy9n9MGcHRJ7jwIGDyETZn6iPGztcttjEebDHjRZNvQ4AV65cMXleQEAAAgMDHb5+bGwseJ5H3bp1C7wXExOD7du3IykpCb6+vg5fi5CSIikpGStX/ow1azbj9Onz0Ov1+d4vW9YPEbWq4cKZiw5dhzEGoyjk5hXG+AIPThwVGVUDVapWkjQmcU6F5RNCiPROHzyNX378BbEHYpH4IH/vUYVSgVq1K+KNju7w5Bzre3X+gg679qdD4IA4BY8IGZq3B4/oKHlM4nxcLZdQQYuUCJcuXcWYcVPw99//mT1GEAScO38JAKBS2PdXV2QMjIkQmSj5TUdeoaHBaNGisWzxifNgMN1kkXHZr02ZMsXkeePHj8eECRMcvv7du3fh5+cHtbrgs76goKDcY6igRVyBKIpYuPBbfPTRAqSnm1+28ehRIh49SoSSV0CrUts1U0tkDFkGPXiOg/Lx1CxBFKGU8Ok3YwxT35ooWTzi3ArLJ4QQ6dy4dAPz35iP88fOmz1GMAo4deIqJlxUYFrfcogI0dh1rcuxOvz9awY4HgAHXFHyCBNESLnOI6FSALxiwiWMSJyVq+USKmiRYvfDsjWY+OrbyMzMsvocg2AEz3HgOeufhrM8M7I4jgNjTLai1ogR8jQdJs4nu8liwQSR89xt9uzZqFq1aoH3AwICJLl+VlYWfHx8TL6n0WhyjyHE2d279wADB47Ff/8dtfocoyggTZcFN6UKCt76tqJ6wQidQQ9wHPK2IxWYCJ5l5yYpqDRqdOjUWpJYxPkVlk8IIdLYvnw7lnywBAadwarjUzIEvL3yFkY18keH5t5Qqqy7v8hIFXFwZwZuXTbCDRxCBR53FSJ0HIdYlQLPGKRpDp8GBuWIDpLEIs7P1XIJFbRIsfriy+/x2uTpNp/H4XFR6nGFmUN24jDVIwswPYVSrmIWx3EYOLC3LLGJ66latSoiI+Vr+Ozm5lZguVUOnU6Xewwhzuzu3fvo0KE/Ll++ZvO5DAyZRj0UHA8Fz0PFK0zmB/Fxv0Wd0Zi7ky7Hsp9o5j3HIAhQKwr2bLSVIIro3YuWhxBCSFFa9/U6/PDJDzafV1HU4OF/DBtjUxBeR40qUWr4lC344F0QGB7eFnD5hA5x5wwQ89SsFOAQJPC4wOtxihMgKhiaCI7N+tWBYaPGiA+6N3coDiElFRW0SLH5bdefmPz6e3adW6Bw9bhgJee26dZq06Y5IqpVKe5hkBLDXK+2ovm7GhwcjLi4OOj1+gLLDu/du5d7DCHOShAEDBgwxq5iVr44TIQgiMgw6MAB2TOAkf1JFUTRTAPVx+cxEUruyU2HXjBCpVDYPVNLEEUYRQGjxwyx63ziqoo3nxDi6v7Z+Y9dxSxPpkBteAAAdJkMZ/7T4cx/OqjUgF+QAho3HowxZKQxJN0XIFqYCqMEh1BRgf1cJvYpgHSIaCMooYDtD0lSwLBRqUfF9o0QGOp4X1biKlwrl1BBixSLlJRUjHtpil0FKJ5z/Ml3juydD5E7wwvIWVdsX2M8juPw9luvSjI24hpExiCa+Htu6jU5REdH4+rVq4iNjUXDhg3zvXf8+HGEhYVR/yzi1BYs+BaHDh2XLJ6C42EUBYjM+qUeesEIxVNL4A2CAAXHoOBtWxqffW2G9s+2Qv0GdWweP3FdxZ1PCHFlKYkp+PKtL+06NwYeJgtOBj1w/6YAwLp8omYMWlFEIAOqwB0GiNADOAMRYQB8rSxqMTCc4gXsURhhUPL430RqhUKecLVcIk2TB0JsNHfeYty8eduucx0tZnHIvmFR8gooeD63D1fOF/942YmC48HbeK2XXx6J5s2fcWh8xLUwC19FoWfPngCApUuX5nt9165diI+Pz32fEGeUkJCEjz6aL2lMjuOgsHJmFf/4WI7jILCCj9yFx8sUjYJg9hdFxhhEJsIgGKEXjBAZg7ePFxZ++ZFD3wdxPcWdTwhxZWu/WFtgF0NrlGFKlIXKoWu7iyJCjEaUNxpRVhThyRh8GYcApkAoUyCcqaBmCqQzDklgMJj51KeC4TBvxLcqPXYojdBxQJ+xfVCtTjWHxkdci6vlEpqhRYqcwWDAd9+vsutcR4tZOY3krb1W9j/ZVezCZmw1bdIQH334pkPjI65Hjq1xN2/ejNu3swvC8fHxYIzh66+/zn3/5Zdfzv33pk2bolu3bti+fTvGjRuHdu3a4datW1i2bBnCw8MxcuRIu8dBSHFbsWKdTRuKWIvjuHy/2fGP8wGA3P5ZT29KYhAFs8WwnOWMObFzzjI1G1ipVGLxt3MQEkJLgUl+rrbVOiElhS5Th13rdtl1biUH9iLkGYO/IMDTqpkx2XlIzXhkQMRJ3oB7vAgFB+gAPOBEpD91m1SnWR0MmjzY7vER1+RquYQKWqTI7f79L9y798Cuc60pZ/EcD95Ek3jGmHUBnr4mx0HBcRCZaPYJe8sWjbFhw1JotVrbL0CIjTZs2IBDhw7le23hwoW5/563oAUAs2bNQkREBDZu3IgZM2bA19cXPXv2xKRJk+Dh4VEkYyZEDmvWbJIlLsdxcFOqoVYooeQV+WbrssdT9Y2iAL1gzDczSy8YoeaVFndMzN5x1zQ3Nw2+XTofnbu0k+pbIYQQUohDew8hLTnNrnMD7LydVjCGEKPRrrldKvCoL2pwFgb8rtSbvL+JaRmDt5a8DZXasdljhJR0VNAiRe7w4ROyxM1eImj+JiJfccuOCnR27PxFLY1Gg3ffeQ2TJ4+DQuHYLiTENYlmnoKYes1aK1eutOl4lUqFsWPHYuzYsXZfk5CSJjMzC6dPX5A8rppXQqNUmV1ynvOQQ8Hz0ChVMAgCMo263NygF41Qsuxl7bbMKm7YqC6+XPQpIqpXleT7IK5HjnxCCAEunrho13kaxkEL23//5x0oZuVVS1TBYAT2qZ7sZq1202DolCHo8UJP8BYerpDSy9VyCRW0SJE7efKs3eeaujngwBVoxltonMePMmwtbPEcD8YE+Pj6YOjQvnhp3AhUrVrJphikdGHM9O6bTtp3kZAS48yZCxAE6xu3F4YD4K7SQMnbdnOiUiig5LXINOqhF4wAAOPjJYZKXlFofmrStCFeeHEwevXpTA9GiEWUTwiRx5UzV+w6z92OYhYAlBUEh4tZOeqIKlwXBDwq6472Azqg67CuCKoQJFF04opcLZdQQYsUuYTEJMli2VPMevp8W4taZfz8cCJ2DwIDA+y6JildXG2dOiElRVJSsmSxOAAeKjeLSwUtns9xcFdpwIGDTjAAyG7BZRAFGCCAA5e7Qy+Hx8sWwTDlf69gxoz/SfZ9ENdG+YQQedi73NCejKEVRXhJXDno7ROApn8tgJuvp6RxiWtytVxC8xBJkVMopPlr52gxK28cWyQnp2D9+m0OXZOUHszCP4QQ+0m5lMJdpbG7mJWXVqWGysQMLwYGgYkwigIMogDj456MK1euh9FodPi6pHSgfEKIPOzNJ+Z2G7TEVyy4I66jhEepeLjtoORxiWtytVxCBS1S5CqUD7H73LzTI6UoZuWwtaj1/Xf27dJICCFEGhUq2J9L8spp/C4VrUpjdUa5ffsetm/fLdm1CSGE2C4g1L5VF6kQINhQBFAyBq1M67puraBcQkonKmiRIlevXrTDMZ7eLr2oXbhwBXdu3yu26xPnwRgz+0UIsV94eGV4e3s5FIMD4KaQdgco/vEOidb6448Dkl6fuC7KJ4TIo1pUNbvOYxyQAut7OWplmJ2VI/XkNRiS02WLT1yHq+USKmiRIteyRWO7z835oPE2zqiyhq2ztI4fPyX5GIjrydlJxNQXIcR+HMehWbOGDsVQKZSyPBxRK6xvUUq5hFiL8gkh8ohqHGX3ufHQWX2sRuaCQUrsVVnjE9fgarmEClqkyNWpE4mGDWPsOpc9/p/inJ2VI+76zeIeAnEGzPSTECfNGYSUKKNGDXLofDUvz944HMdBZWXsuDjKJcRKlE8IkUXN+jVRqUYlu869Dp3Vyw7l3o0t88Z9ma9AXIKL5RIqaJFi8dqrL9p9rpzFLFtmaRmN0m0XT1yXqz0FIaQk6dKlHapVq2L3+byM+URpZZNhagpPrEX5hBD59B7d267zDBzDDU5v1bFyP45ngnxLGonrcLVcQgUtUiz69++Jzp3b2nWurUsD5eLtRVvjEkJIceJ5Hl9//aldDzqk3FjEZHwrC1peXo71ASOEEOK4Dv07oE7TOnade4czIgOFF5PkLjcpPbUyX4GQkocKWqTYLP76MwQHB9p8XglYbQgAiIqqWdxDIE7A1bbGJaSkad68EV5//SWbz5M7l1j78CU6mnIJsQ7lE0Lkw3EcXpvzGrzLeNt8Ls9xuKIwQF/IZ1Evc+Lxiqwoa3ziGlwtl1BBixSb0NBy2LnjJwQF2bdVbnFSq9WoHVWjuIdBnAADg8gKfjlr0iCkJJo5838YPXpwcQ/DLlLs/EtKB8onhMgrqEIQPvrxI3j72V7UMnDARYUemRbmYenknBXsroFHtVDZ4hPX4Wq5hApapFjVrl0DB/7ehpYtm1h9TknYUbR79w7QaDTFPQziBFztKQghJRHHcfjii4/x2WfTodW6WXWOKHMysSY+x3Ho16+7rOMgroPyCSHyC48Kx7wt81CzvvWzZ3Oawus54LzCgLuc0eTnMpPjIFcH3qAejcEp6NaeFM7Vcgn9rSfFrlKlCtizez2+/moWqlatVOjxJeHD9uKYocU9BOIkRAaTT0HE4v9rTIjLmTDhBRw+/Bt69+4CpdLyflJyF7QEVvhtS9u2zREeXlnWcRDXQfmEkKIRWjkUczbOwbgZ4xBYvvD2KIY89yaMA24rBJxW6HGHM0KX7z0OqVb2V7RV+RHPyhKXuB5XyyVy7x5KiFU4jsOYF4fixdFDsGv3Pvy+5y8cO3YSV69eh8FghKenO6Jq10L9+tGoWrkiRo54VZZxWFMs69KlPVq0aCzL9QkhhDimatVKWL16EW7fvoeff96GI0dicfLkGSQnp4LneVSoEIKYmCi0bNkYy5asxsF/j8oyDqNouf2vUqnEhx++Kcu1CSGEOIbnefQc1RPdR3THkT+O4MT+E7h06hLu3bwHo9EIdw93VK5VGdWiqyEkMAAr3/g63/kGDrijEHAHApQM0DIOSnC4yQGN9QwaCTe5CurZBD4x4ZLFI8SZUEGLlCgcx6Hjs63R8dnWFo+bNesLXDh/uWgGlYefnw8+/+LjIr8ucV7ZRdKChdKSMNOQEFcWEhKEiRNHWzxG0BtlKWiJTIRRtDxDa8qUVxATEyX5tYnronxCSNHjeR6N2jVCo3aNzB4jiiJ+XfgzHt68b/J9Iwekck8+v8fUQBO9NAUttb8PanwySpJYpHRwtVxCSw6JU3r55ZGSxyzsQ6zVuuGnNd+gXDnbd2YkpRczOaWXgZWEZnCElHLde3VCsAw/03VGo8X3e/XqjHfemST5dYlro3xCSMnE8zzaDO9s9fHxCuCc0vHPrcLDDXWWvwF1Wdub2JPSy9VyCRW0iFMaOWogmjRpUGTX8/cvi81bltNSQ2IzV2u8SIgr0WjU+Gz++5LGFEQROsFg9v1hw/rjxx+/gkKhkPS6xPVRPiGk5GozojPCoqpYffwZFcMppQjRzs+vOsgP9de/A98GEXadT0ovV8slVNAiTonneSz65jP4+HhJEs/SB/jZZ1vj6LHdaN78GUmuRUoX000XmewNqQkh1nm2UxsMGd5PkliMMWQYdCbfc3fXYu3aJViyZE6hDesJMYXyCSEll0KpwIg5r0DjYd1OuwBwQQX8oWFI5mz7DPt2aYCmf82BT/1qtg6TEJfLJVTQIk4rPLwyNmz6AfxTW9Ryeb6sYaqYxRgDr+Dxww+fY9PmZfD3L+PweAkhhJRMs+ZOR/1GdR2KwRhDukEHgYn5XmOMoUWLZ3Dz5nH07NnJwZESQggpqUKrh+GVb6eC2dAeK5EHdmsY/lGLuMszCGYesmdAxBk3horLJqPhD1Og8vWUaNSEODd6REicmi5LB4PBCCXPg+MKZo+cVxgrWLZijEFgIgRRyHduTnW6Tu3q6D+gh0wjJ6UFy/O/hJCSSalU4lFaMjIMOmiVapP5xBKjKCBNnwVBFJCTefJmnTenTYSHh7uUQyalEOUTQkq+hPQ03DCkIljhDg1n5dJyDritAOJ5EWmiAUrRCF/w4Fn2bokPOAFJEFC9Xk1EdKYVI8QxrpZLaIYWcVqrftyAfs+NhkqhKPTmg+M48ByXW+ASmQi9YIRRzH4OYmqq5alT55CWli7fN0BKByaCmfhCnlkchJDic+vWbXTpNhhHjsQiw6BDUlY69ILlpu45xMdLDJOy0nPziak+FH/8cUCGkZNSh/IJISXa9h9/wYyxH8AAETeFNCSIWflm7VqSxQTcEzORCD0e8CIu8UZcUBhxmdPjEQzQQ8D52Asw6M33aCTEKi6WS2iGFnE6RqMRL4+bijU/bbL5XI7jgMdLQAprfCeKIo6fOI0W1DuLOEA002SRc6EnI4Q4q/0HDqFX7xFISkrOfU1gIlJ0GVByPLQqDZS8AnyehyYMAGMijKIIndEAg1h48evY8VNyDJ+UMpRPCCmZDHoDPpn4KfZt/yvf6wmiDonQwYtTw51TQsMpoED2A3YRgAEi9ExAOjNCx4TczzdD9uf96ZbxBr0B1y7EISKKemcR+7laLqGCFnEqjDGMffENrF+31e4YHMdBpVCC53joRaPFLUrjrt2gghZxCIO5bXCdM2kQ4ioOHjqGrt0GIz09o8B7GoUKKj57qYhRFMzG0ChVUDMlDKJgcWfD63E3HR8wKfUonxBS8oiiiA9f/hj7dxacicuDg4pTwMAxJMMAMDN5ggNUnAIiE6FjRrN9tADgzo07VNAiDnG1XEIFLeJUvl2y0qFiVl48x0GtUEIQBRhF01MsjYL5GxlCCCHOKSUlFQOfH1ugmMVzHLRKNXjO+o4M3ONcouR5ZBr1JncJMhitW8JICCHEuaz/5meTxSwVx0MB0z1+zeE5Hm5QwQABemb6HsRopHsTQvKighZxGtev38J7734mWTyO48AzALwCAGfyKby3F+0gQhyTM238adTAkJDiM/XND3Dz5u18r/EcB3elxuaG8E/O5+Gu1CDTqC/QM8XH28vusRKSg/IJISXLzau3sGzOigKvqzkFFDY8GMmL4ziooQQHDjpW8GGIp5eHXXEJyeFquYQKWsRpLFywxOTSEEdwHAeOMSh4HgArMFMrOrqWpNcjpQ9jDKZm9Vpa6koIkc/Nm/FY+sOafK9xgEPFrNw4j2d4pRt0+fpTUC4hUqB8QkjJ8tOXa6DX6fO9puR4u4tZeak4BRhYgZlaVWtVcTg2Kd1cLZdQQYs4hbS0dKz9abMssTlwYGDgOR4c92RNsa+vD8LDK8tyTVJ6ZO+eaeINJ00ahDi7b79bBeGp5eRuSrXDxawcHMfBTalCpvHJTU79+nUkiU1KN8onhJQcqUmp+HPrvnyv8eCglHCeiwoKGPO0hvcPKgv/YH/J4pPSydVyibPOLCOlzN9//YfU1DRZYufcxHAcB+XjJsAAMKB/D8lucEjpxSz8Qwgpetu27cr3ZwXH5/vZLwUlr4Dy8RN6lUqF5/p0lTQ+KZ0onxBSchz56yh0Wbp8r6k4haT3DhzHQcM9mX/StldbyWKT0svVcgkVtIhTOF5EW57zHJebiMaNHV4k1ySEEFI0MjMzcfbcxXyvqRXyTFZXPY7bp3cXBAUFyHINQgghxePiyUv5/syDAy/Dg3AFx4NH9v1Jz6HdJY9PiLOjJYfEKVy8cEXW+ByebFSq4HgMGtIHUVE1Zb0mKSXMrFN31mm9hDizS5eu5VtuyAGS9DoxRcHx0Lq5Ycb7U2SJT0ohyieElBg3Lt/I92eFjKs6lJwCnYd2RmilENmuQUoRF8slVNAiTiEzM6vIrqVWqTBv7owiux5xbSJM7yRCi1kJKXqZWflzSXbvRHk+jRzHYdDAXtSLkUiG8gkhJYc+K38zeF7GhU9uajXGvj1GtvikdHG1XEIFLeIU3Nw0RXYtxhjUanWRXY+4NvM7iQDOmzoIcU5umvy5RK7ZWTkqlKen6UQ6lE8IKTlUmvz3CnJ+Ajlw0Gjo3oRIw9VyCfXQIk6hWkRVWePn/UyLooikxGRZr0dKDwb2eDeR/F/O2niREGdWrVoVKBRPGsDLvfFHYkKSrPFJ6UL5hJCSIyy8Qr4/y5lPBIMRmWkZssUnpYur5RIqaBGnEBNTu0ivx/H00SCEEFfj7q5FjerhRXY9nnIJIYS4pIioakV6Pbo3IcQ0+mQQp9CiZWN4eLjLEps9NedSrVajbFlfWa5FSp/sab2mvwghRa9r1w65/y7K/DkMLhcoa3xSulA+IaTkqN+yHlQaVe6f5fwcaj200HpqZYtPShdXyyVU0CJOwdvbC/0H9JQl9tPTKyMjq1MPLSIZEczsFyGk6I15cUjuzCmRibJeq24Rzy4mro3yCSElh08ZH7Tq2jL3z3J+DqtEVqEZv0QyrpZL6JNBnMbESS9Cq3WTNCZjBVcLN2naQNJrkNLN1Z6CEOLsKlWqgKFD+gIABCbK9llUq1WoX7+OLLFJ6UT5hJCS5flXBkClzp6lJWcxoFbDSNlik9LH1XIJFbSI06hatRLefe91yeIxZroSPXLk85JdgxDGYLrxonPmDEJcwtw57yMkJBgAYBQFWa7RvWcn+Pr5yBKblE6UTwgpWSpVr4ShkwYDkO8BCcdx6DjwWcnjktLL1XIJFbSIU3n5lZHo0bOjJLFM7eTQuk0z1KoVIUl8QgghJZOvrw9W/fg1tFo36EWjLDchY18aJnlMQgghJcvAlwfgmbaNwCDPLK2G7RoiuGI5yeMS4iqooEWcCs/zWLpsIXr17mx3DMYYRFYw5Wi1bliw4APHBkjIU5iFfwghxadF82ewedMyuHu4wyDxLK0Ro55Hw0YxksYkhPIJISWPQqnA+0umo3H7Z2BggqQPSLSeWoyb+ZJk8QgBXC+XUEGLOB21Wo3lK7/EvAUzodFobDo3Z5mhqY/rhx9OQ7VqVaQZJCGPmZrSm/NFCCle7dq2wLEju9GwcT0IojQN4quGV8LMj6ZKEouQvCifEFIyqd3U+GDpDLz0/kuASrrb6zHvj0Vgedotl0jL1XIJFbSIU+I4DqNfHILjJ/egecvGhT4NyZmVZW4q8JtvTsS4l4bLMVRS6plruuicSYMQV1OlSkX8sXcD5ix4Hxo3x3a4rVipAjZuXQ4vL0+JRkdIXpRPCCmpeJ7Hc6N74/t93yGifnWH4w2fOhwd+neQYGSEPM21cgkVtIhTK18+BDt+XY0l38+Dh5d7dtEqX6VZhPC4kGXqI+rl5YmvvpqFd6dPLvKxk9JBrmm9u3btQv/+/VG3bl00bNgQ48aNw8WLFyUaNSGlC8dxGDNmGE6d/RstWja2K0a79i2w8/e1CAsLlXh0hGSTI59QLiFEWsEVgjFv0zyMnzUBbu62787u4e2ByfNfR79X+sswOkJc796EClrEJTz/fG8cP7EXAwf1gUqtKvRjqVQq0bt3Fxw6vBMjRg4s0rES4qj169djwoQJyMzMxBtvvIFx48bhwoULGDhwIC5cuFDcwyPEaQUElsXWHT9i0ZLZqFK1olXnVKxUAV98/Ql+3vwDgoNpaQhxHpRLCJFPp0GdsPiPb9Cie0solIpCj1eqlGjVsxW++v1rtH2ubRGMkBDpFGc+UcoanZAiFBwciO++m4ePP34Lq1dvxMH/juL48dO4f/8BAMDfvyzq1o1Ew0YxGDzoOYSEBhfziElpwBhMLolljLMrXnJyMmbNmoXg4GD89NNP8PTMXtrUuXNndO3aFR999BFWrFjh0JgJKe0GDuqNAc/3wt49f+PXX/Yg9sRpXDh/GVlZeri5qVEtoirq1K2NTl3aon2HluB5ej5I5CdlPqFcQoj8/Mv5Y+pXU5FwLwF7N+zB+WPnceX0FSQ9SgIA+Jb1RdWocNSoVwPtnmsLv8AyxTtgUiq42r0JFbSIywkM9MekSWOKexiEAECedekFX7fHnj17kJaWhpEjR+YmDAAICQlBx44dsWnTJty5cwflytEWz4Q4guM4tGvfEu3atyzuoRACQNp8QrmEkKJTJqgM+r7cr7iHQQgA17s3KTEFLZ1OBwC4cuVKMY+EEEIck/fnmErFm1z6qnq8C465n3kBAQEIDCy4fCk2NhYAEBMTU+C9mJgYbNq0CadOnSq1NyGUSwghriLn55jBYAAgbT6hXFI4yieEEFfhyvcmJaagdevWLQDAlClTinkkhBAiDZVKhSALLXWUSqXZn3njx4/HhAkTCrx+7949AEBwcMElszmv3b17147RugbKJYQQV5OWlgatVitpPqFcUjjKJ4QQV+OK9yYlpqDVvHlzzJ49G+XLl4dGoynu4RBCiN10Oh1u3bqF8PBwi9N3RVE023snICDA5OuZmZkAALVaXeC9nNeysrJsHbLLoFxCCHEVObmkefPm6NChAxITE80ea2s+oVxSOMonhBBX4cr3JiWmoFWmTBn06NGjuIdBCCGSqFevnixxtVotAECv1xd4L+c1Nzfbt4l2FZRLCCGuJG8uCQkJkSwu5ZLCUT4hhLgSV703oW15CCHEiQQFBQEwPXU35zVTU34JIYSQHJRLCCGESKG48wkVtAghxIlER0cDAI4fP17gvRMnTgAAoqKiinJIhBBCnAzlEkIIIVIo7nxCBS1CCHEi7du3h4eHB9avX4+0tLTc12/fvo2dO3eiUaNGpXpXKkIIIYWjXEIIIUQKxZ1POGapKxghhJASZ82aNXjvvfcQERGBAQMGQK/X48cff0RiYiJ++ukn1KhRo7iHSAghpISjXEIIIUQKxZlPqKBFCCFOaOfOnfj+++9x8eJFqFQqNGjQAJMmTaIbEEIIIVajXEIIIUQKxZVPqKBFiszBgwcxbNgwNGrUCCtXrjR5zK1bt9CuXTuEhoZi7969AICNGzdi2rRpAIAGDRpg1apVZs9t37597lakFy5cMDuWRYsWYcGCBQCAX3/9FVWqVDF5XN5r51CpVAgMDESjRo0wevRohIeH576XkpKCdevW4dy5czh37hzi4uIgCAJ++OEHNG3a1Ox4CCGEWI/yCeUTQghxFOUSyiXE+VEPLeI0lEoljhw5gqtXr5p8f/369WCMQalUWozDGMP69evBcVzueYWpUaMGxo8fj/Hjx2PQoEHw9vbGpk2b8Nxzz+U2uwOA+Ph4zJ49G9u3b0d6ejr8/Pys/wYJIYQUCconhBBCHEW5hJDiRwUt4jRat24NwPQPeUEQsHHjRkRFRaFs2bIW4+zfvx/x8fHo3bs3AgICsGnTJuj1eovn1KxZExMmTMCECRPw1ltvYdOmTejduzeysrIwd+7c3ONCQkKwbNkyHDx4EPv27UOLFi1s/0YJIYTIivIJIYQQR1EuIaT4UUGLOI3w8HDExMRg8+bNMBgM+d77888/cf/+ffTv37/QODlJp1+/fujevTsSExPx+++/2zQWjuMwaNAgAMCpU6dyX/fx8UGTJk3g6+trUzxCCCFFh/IJIYQQR1EuIaT4UUGLOJV+/fohISEBe/bsyff6+vXr4e7ujq5du1o8/+HDh9i7dy8qVaqEevXqoXfv3gCAtWvX2jyWnPXwOdODCSGEOA/KJ4QQQhxFuYSQ4kUFLeJUOnfuDE9Pz3xTe+/du4e//voLXbt2hYeHh8XzN27cCIPBgD59+gAAIiIiEBkZiYMHD+L69etWj4MxhtWrVwMAoqOj7fhOCCGEFCfKJ4QQQhxFuYSQ4mW5Qx0hJYy7uzu6deuGtWvX4tatWyhfvjx+/vlnCIJQ6JTenIaLPM+jV69eua/36dMHZ86cwbp16zBlyhST5547dw5ffPEFACA1NRWHDh3CuXPn4Obmhtdee02y748QQkjRoHxCCCHEUZRLCCleNEOLOJ3+/fuDMYaff/4Zoihiw4YNqF69eqFPI/777z/cuHEDTZs2RVBQUO7r3bp1g0qlwqZNmwqsf89x/vx5fPnll/jyyy+xevVqJCcno2fPntiwYQPq1q0r5bdHCCGkiFA+IYQQ4ijKJYQUH5qhRYoMz2fXT0VRNHuMNWu/IyMjERkZiY0bN6Ju3bqIj4/Hu+++W+j1c9ai50zpzeHr64u2bdvit99+w549e9CpU6cC5/bu3RuzZs0q9BqEEELkR/mEEEKIoyiXEOL8aIYWKTJeXl4AgKSkJLPHJCYmAgC8vb0txurfvz/u3buH9957D25ubujRo4fF4xMSEnJ3C5k8eTKqV6+e7+u3334DAKxbt87ab4cQQkgxoXxCCCHEUZRLCHF+NEOLFJnKlStDrVYjLi4OiYmJ8PPzK3DM8ePHAQA1atSwGKtbt2749NNPcffuXfTq1avQJJMzZTcyMhI1a9Y0eczevXvxzz//4ObNm6hQoYKV3xUhhJCiRvmEEEKIoyiXEOL8qKBFioxGo0HXrl2xadMmfPbZZ/j444/zTd+9e/cuvv/+ewDI3bLWHE9PT3z77bdISkpCZGRkodfOebrx/vvvm13PvmDBAixatAg///wzNVMkhJASjPIJIYQQR1EuIcT5UUGLFKmpU6fi1KlT2LhxI06cOIFmzZrBw8MDt2/fxp49e5Ceno4XX3wRjRo1KjRWgwYNrLrmwYMHERcXh4iICIvNGfv27YvFixdjw4YNmDBhApRK+z4en376ae705KNHjwIAvv/+e2zduhUA0L59e7Rv396u2IQQQrJRPqF8QgghjqJcQrmEODcqaJEi5efnh3Xr1mHlypXYvXs3Nm7cCJ1OB19fXzRq1AjPP/88WrVqJek1c56A9OvXz+Jx5cuXR9OmTXHgwAH88ccf6NChg13X++233xAfH5/vtf379+f+e2hoKCUNQghxEOUTyieEEOIoyiWUS4hz41jO1g2EEEIIIYQQQgghhDgB2uWQEEIIIYQQQgghhDgVKmgRQgghhBBCCCGEEKdCBS1CCCGEEEIIIYQQ4lSooEUIIYQQQgghhBBCnAoVtAghhBBCCCGEEEKIU6GCFiGEEEIIIYQQQghxKlTQIoQQQgghhBBCCCFOhQpahBBCCCGEEEIIIcSpUEGLEEIIIYQQQgghhDgVKmgRQgghhBBCCCGEEKdCBS1CCCGEEEIIIYQQ4lSooEUIIYQQQgghhBBCnMr/AUqSLKtizxG/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1300.44x400 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1300.44x400 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "genes = ['KLF1', 'GATA1', 'SPI1']\n",
    "# Copy accessibility to RNA meta anndata\n",
    "temp = rna_meta_ad[:, genes]\n",
    "temp.layers['GeneAccessibility'] = atac_meta_ad[rna_meta_ad.obs_names].obsm['GeneAccessibility'][genes].values\n",
    "\n",
    "# Plot expression\n",
    "sc.pl.scatter(rna_meta_ad, basis='umap', color=genes)\n",
    "\n",
    "# Plot accessibility\n",
    "sc.pl.scatter(temp, basis='umap', color=genes, layers='GeneAccessibility')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "language_info": {
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
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  "toc": {
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   "title_sidebar": "Contents",
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   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "192px"
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